</div>
    </div>
    </div>
    </div>

TODO in the future:

KEGG functions

    </div>
    </div>

GO functions

    </div>
<div class="input_area">
 
</div>

Protein Aggregation

Proteasome


KEGG

<div class="input_area">
proteasome_pathway_id = 'hsa03050'
proteasome_brite_id = 'ko03051'
Image(REST.kegg_get(proteasome_pathway_id, 'image').read())
</div>

<img src=”data:image/png;base64,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 “

<div class="input_area">
proteasome_pathway_genes = get_KEGG_pathway_gene_members(proteasome_pathway_id)
</div>
<div class="input_area">
proteasome_brite_genes = get_KEGG_BRITE_entry(proteasome_brite_id)
proteasome_brite_genes = proteasome_brite_genes.loc['Eukaryotic proteasome']
proteasome_brite_genes['in_KEGG_pathway'] = proteasome_brite_genes.ENSG.isin(proteasome_pathway_genes.ENSG).astype(int)
</div>
<div class="input_area">
proteasome_brite_genes.to_pickle('targets/proteasome_brite.pickle')
</div>

GO

<div class="input_area">
proteasome_subgraph, proteasome_nodes = GO_subgraph_from_query('proteasom')
</div>
<div class="input_area">
draw_graph(proteasome_subgraph)
</div>
negative regulation of SCF-dependent proteasomal ubiquitin-dependent catabolic process negative regulation of SCF-dependent proteasomal ubiquitin-dependent catabolic process regulation of SCF-dependent proteasomal ubiquitin-dependent protein catabolic process regulation of SCF-dependent proteasomal ubiquitin-dependent protein catabolic process negative regulation of SCF-dependent proteasomal ubiquitin-dependent catabolic process->regulation of SCF-dependent proteasomal ubiquitin-dependent protein catabolic process negative regulation of proteasomal ubiquitin-dependent protein catabolic process negative regulation of proteasomal ubiquitin-dependent protein catabolic process negative regulation of SCF-dependent proteasomal ubiquitin-dependent catabolic process->negative regulation of proteasomal ubiquitin-dependent protein catabolic process regulation of proteasomal ubiquitin-dependent protein catabolic process regulation of proteasomal ubiquitin-dependent protein catabolic process regulation of SCF-dependent proteasomal ubiquitin-dependent protein catabolic process->regulation of proteasomal ubiquitin-dependent protein catabolic process negative regulation of proteasomal ubiquitin-dependent protein catabolic process->regulation of proteasomal ubiquitin-dependent protein catabolic process negative regulation of proteasomal protein catabolic process negative regulation of proteasomal protein catabolic process negative regulation of proteasomal ubiquitin-dependent protein catabolic process->negative regulation of proteasomal protein catabolic process positive regulation of proteasomal protein catabolic process positive regulation of proteasomal protein catabolic process regulation of proteasomal protein catabolic process regulation of proteasomal protein catabolic process positive regulation of proteasomal protein catabolic process->regulation of proteasomal protein catabolic process protein localization to cytosolic proteasome complex involved in ERAD pathway protein localization to cytosolic proteasome complex involved in ERAD pathway protein localization to cytosolic proteasome complex protein localization to cytosolic proteasome complex protein localization to cytosolic proteasome complex involved in ERAD pathway->protein localization to cytosolic proteasome complex proteasome accessory complex proteasome accessory complex proteasome complex proteasome complex proteasome accessory complex->proteasome complex cytosolic proteasome regulatory particle cytosolic proteasome regulatory particle cytosolic proteasome complex cytosolic proteasome complex cytosolic proteasome regulatory particle->cytosolic proteasome complex proteasome regulatory particle proteasome regulatory particle cytosolic proteasome regulatory particle->proteasome regulatory particle cytosolic proteasome complex->proteasome complex proteasome regulatory particle->proteasome accessory complex nuclear proteasome regulatory particle nuclear proteasome regulatory particle nuclear proteasome regulatory particle->proteasome regulatory particle nuclear proteasome complex nuclear proteasome complex nuclear proteasome regulatory particle->nuclear proteasome complex nuclear proteasome complex->proteasome complex protein polyubiquitination involved in nucleus-associated proteasomal ubiquitin-dependent protein catabolic process protein polyubiquitination involved in nucleus-associated proteasomal ubiquitin-dependent protein catabolic process nuclear protein quality control by the ubiquitin-proteasome system nuclear protein quality control by the ubiquitin-proteasome system protein polyubiquitination involved in nucleus-associated proteasomal ubiquitin-dependent protein catabolic process->nuclear protein quality control by the ubiquitin-proteasome system proteasome-mediated ubiquitin-dependent protein catabolic process proteasome-mediated ubiquitin-dependent protein catabolic process nuclear protein quality control by the ubiquitin-proteasome system->proteasome-mediated ubiquitin-dependent protein catabolic process regulation of proteasomal ubiquitin-dependent protein catabolic process->regulation of proteasomal protein catabolic process proteasomal ubiquitin-independent protein catabolic process proteasomal ubiquitin-independent protein catabolic process proteasomal protein catabolic process proteasomal protein catabolic process proteasomal ubiquitin-independent protein catabolic process->proteasomal protein catabolic process cytosolic proteasome core complex cytosolic proteasome core complex cytosolic proteasome core complex->cytosolic proteasome complex proteasome core complex proteasome core complex cytosolic proteasome core complex->proteasome core complex proteasome core complex->proteasome complex nuclear proteasome core complex, alpha-subunit complex nuclear proteasome core complex, alpha-subunit complex nuclear proteasome core complex nuclear proteasome core complex nuclear proteasome core complex, alpha-subunit complex->nuclear proteasome core complex proteasome core complex, alpha-subunit complex proteasome core complex, alpha-subunit complex nuclear proteasome core complex, alpha-subunit complex->proteasome core complex, alpha-subunit complex nuclear proteasome core complex->nuclear proteasome complex nuclear proteasome core complex->proteasome core complex proteasome core complex, alpha-subunit complex->proteasome core complex nuclear proteasome regulatory particle, base subcomplex nuclear proteasome regulatory particle, base subcomplex nuclear proteasome regulatory particle, base subcomplex->nuclear proteasome regulatory particle proteasome regulatory particle, base subcomplex proteasome regulatory particle, base subcomplex nuclear proteasome regulatory particle, base subcomplex->proteasome regulatory particle, base subcomplex proteasome regulatory particle, base subcomplex->proteasome regulatory particle positive regulation of SCF-dependent proteasomal ubiquitin-dependent catabolic process positive regulation of SCF-dependent proteasomal ubiquitin-dependent catabolic process positive regulation of SCF-dependent proteasomal ubiquitin-dependent catabolic process->regulation of SCF-dependent proteasomal ubiquitin-dependent protein catabolic process positive regulation of proteasomal ubiquitin-dependent protein catabolic process positive regulation of proteasomal ubiquitin-dependent protein catabolic process positive regulation of SCF-dependent proteasomal ubiquitin-dependent catabolic process->positive regulation of proteasomal ubiquitin-dependent protein catabolic process positive regulation of proteasomal ubiquitin-dependent protein catabolic process->positive regulation of proteasomal protein catabolic process positive regulation of proteasomal ubiquitin-dependent protein catabolic process->regulation of proteasomal ubiquitin-dependent protein catabolic process SCF-dependent proteasomal ubiquitin-dependent protein catabolic process SCF-dependent proteasomal ubiquitin-dependent protein catabolic process SCF-dependent proteasomal ubiquitin-dependent protein catabolic process->proteasome-mediated ubiquitin-dependent protein catabolic process proteasome-mediated ubiquitin-dependent protein catabolic process->proteasomal protein catabolic process nuclear proteasome regulatory particle, lid subcomplex nuclear proteasome regulatory particle, lid subcomplex nuclear proteasome regulatory particle, lid subcomplex->nuclear proteasome regulatory particle proteasome regulatory particle, lid subcomplex proteasome regulatory particle, lid subcomplex nuclear proteasome regulatory particle, lid subcomplex->proteasome regulatory particle, lid subcomplex proteasome regulatory particle, lid subcomplex->proteasome regulatory particle proteasome complex disassembly proteasome complex disassembly proteasome storage granule assembly proteasome storage granule assembly proteasome-activating nucleotidase complex proteasome-activating nucleotidase complex proteasome-activating nucleotidase complex->proteasome accessory complex cytosolic proteasome core complex, alpha-subunit complex cytosolic proteasome core complex, alpha-subunit complex cytosolic proteasome core complex, alpha-subunit complex->cytosolic proteasome core complex cytosolic proteasome core complex, alpha-subunit complex->proteasome core complex, alpha-subunit complex proteasome storage granule proteasome storage granule proteasome assembly proteasome assembly regulation of proteasome assembly regulation of proteasome assembly cytoplasm protein quality control by the ubiquitin-proteasome system cytoplasm protein quality control by the ubiquitin-proteasome system cytoplasm protein quality control by the ubiquitin-proteasome system->proteasome-mediated ubiquitin-dependent protein catabolic process proteasome storage granule disassembly proteasome storage granule disassembly negative regulation of proteasomal protein catabolic process->regulation of proteasomal protein catabolic process regulation of proteasome core complex assembly regulation of proteasome core complex assembly regulation of proteasome core complex assembly->regulation of proteasome assembly proteasome-nuclear membrane anchor activity proteasome-nuclear membrane anchor activity proteasome core complex, beta-subunit complex proteasome core complex, beta-subunit complex proteasome core complex, beta-subunit complex->proteasome core complex nuclear proteasome core complex, beta-subunit complex nuclear proteasome core complex, beta-subunit complex nuclear proteasome core complex, beta-subunit complex->nuclear proteasome core complex nuclear proteasome core complex, beta-subunit complex->proteasome core complex, beta-subunit complex proteasome core complex binding proteasome core complex binding spermatoproteasome complex spermatoproteasome complex spermatoproteasome complex->proteasome complex proteasome core complex import into nucleus proteasome core complex import into nucleus cytosolic proteasome regulatory particle, base subcomplex cytosolic proteasome regulatory particle, base subcomplex cytosolic proteasome regulatory particle, base subcomplex->cytosolic proteasome regulatory particle cytosolic proteasome regulatory particle, base subcomplex->proteasome regulatory particle, base subcomplex proteasome binding proteasome binding proteasome localization to nuclear periphery proteasome localization to nuclear periphery proteasome localization proteasome localization proteasome localization to nuclear periphery->proteasome localization cytosolic proteasome regulatory particle, lid subcomplex cytosolic proteasome regulatory particle, lid subcomplex cytosolic proteasome regulatory particle, lid subcomplex->cytosolic proteasome regulatory particle cytosolic proteasome regulatory particle, lid subcomplex->proteasome regulatory particle, lid subcomplex positive regulation of proteasomal ubiquitin-dependent protein catabolic process involved in cellular response to hypoxia positive regulation of proteasomal ubiquitin-dependent protein catabolic process involved in cellular response to hypoxia positive regulation of proteasomal ubiquitin-dependent protein catabolic process involved in cellular response to hypoxia->positive regulation of proteasomal ubiquitin-dependent protein catabolic process proteasome activator complex proteasome activator complex proteasome activator complex->proteasome accessory complex proteasome-activating activity proteasome-activating activity proteasome regulatory particle binding proteasome regulatory particle binding cytosolic proteasome core complex, beta-subunit complex cytosolic proteasome core complex, beta-subunit complex cytosolic proteasome core complex, beta-subunit complex->cytosolic proteasome core complex cytosolic proteasome core complex, beta-subunit complex->proteasome core complex, beta-subunit complex proteasome regulatory particle assembly proteasome regulatory particle assembly proteasome regulatory particle assembly->proteasome assembly proteasomal proteolysis associated with antigen processing and presentation proteasomal proteolysis associated with antigen processing and presentation proteasome core complex assembly proteasome core complex assembly proteasome core complex assembly->proteasome assembly structural constituent of proteasome structural constituent of proteasome
<div class="input_area">
df = create_GO_by_gene_matrix(proteasome_nodes, attr='gene_name')
df = sort_df_by_hclust_olo(df)
ax = plot_gene_membership_in_GO_terms(df, figsize=(6, 10))
</div>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:44:39.117055 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/
<div class="input_area">
proteasome_nodes.to_pickle('targets/proteasome_GO.pickle')
</div>

Overlap

<div class="input_area">
KEGG_GO_venn(proteasome_brite_genes, proteasome_nodes)
</div>
<matplotlib_venn._common.VennDiagram at 0x1a9bc0fa0>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:44:40.435437 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/

Chaperones


KEGG

<div class="input_area">
chaperones_brite_id = 'ko03110'
chaperones_brite_genes = get_KEGG_BRITE_entry(chaperones_brite_id)
</div>
<div class="input_area">
chaperones_brite_genes.to_pickle('targets/chaperone_brite.pickle')
</div>

GO

<div class="input_area">
chaperone_subgraph, chaperone_nodes = GO_subgraph_from_query('chaperone')
draw_graph(chaperone_subgraph)
df = create_GO_by_gene_matrix(chaperone_nodes, attr='gene_name')
df = sort_df_by_hclust_olo(df)
ax = plot_gene_membership_in_GO_terms(df, figsize=(6, 10))
</div>
histone chaperone activity histone chaperone activity protein carrier chaperone protein carrier chaperone histone chaperone activity->protein carrier chaperone chaperone-mediated autophagy translocation complex disassembly chaperone-mediated autophagy translocation complex disassembly chaperone-mediated autophagy translocation complex chaperone-mediated autophagy translocation complex ATP-dependent H3-H4 histone complex chaperone activity ATP-dependent H3-H4 histone complex chaperone activity ATP-dependent histone chaperone activity ATP-dependent histone chaperone activity ATP-dependent H3-H4 histone complex chaperone activity->ATP-dependent histone chaperone activity H3-H4 histone complex chaperone activity H3-H4 histone complex chaperone activity ATP-dependent H3-H4 histone complex chaperone activity->H3-H4 histone complex chaperone activity ATP-dependent histone chaperone activity->histone chaperone activity H3-H4 histone complex chaperone activity->histone chaperone activity regulation of chaperone-mediated protein complex assembly regulation of chaperone-mediated protein complex assembly metallochaperone activity metallochaperone activity chaperone binding chaperone binding superoxide dismutase copper chaperone activity superoxide dismutase copper chaperone activity copper chaperone activity copper chaperone activity superoxide dismutase copper chaperone activity->copper chaperone activity copper chaperone activity->metallochaperone activity zinc chaperone activity zinc chaperone activity zinc chaperone activity->metallochaperone activity regulation of chaperone-mediated protein folding regulation of chaperone-mediated protein folding regulation of chaperone-mediated autophagy regulation of chaperone-mediated autophagy protein targeting to lysosome involved in chaperone-mediated autophagy protein targeting to lysosome involved in chaperone-mediated autophagy chaperone-mediated autophagy chaperone-mediated autophagy protein targeting to lysosome involved in chaperone-mediated autophagy->chaperone-mediated autophagy ATP-dependent FeS chaperone activity ATP-dependent FeS chaperone activity ATP-dependent FeS chaperone activity->metallochaperone activity iron chaperone activity iron chaperone activity iron chaperone activity->metallochaperone activity chaperone complex chaperone complex ATP-dependent protein folding chaperone ATP-dependent protein folding chaperone protein folding chaperone protein folding chaperone ATP-dependent protein folding chaperone->protein folding chaperone vacuolar transporter chaperone complex vacuolar transporter chaperone complex vacuolar transporter chaperone complex->chaperone complex chaperone mediated protein folding independent of cofactor chaperone mediated protein folding independent of cofactor chaperone-mediated protein folding chaperone-mediated protein folding chaperone mediated protein folding independent of cofactor->chaperone-mediated protein folding positive regulation of chaperone-mediated autophagy positive regulation of chaperone-mediated autophagy positive regulation of chaperone-mediated autophagy->regulation of chaperone-mediated autophagy chaperone-mediated protein complex assembly chaperone-mediated protein complex assembly ATP-dependent H2AZ histone chaperone activity ATP-dependent H2AZ histone chaperone activity ATP-dependent H2AZ histone chaperone activity->ATP-dependent histone chaperone activity RNA folding chaperone RNA folding chaperone HSP90-CDC37 chaperone complex HSP90-CDC37 chaperone complex HSP90-CDC37 chaperone complex->chaperone complex chaperone-mediated autophagy translocation complex assembly chaperone-mediated autophagy translocation complex assembly chaperone-mediated autophagy translocation complex assembly->chaperone-mediated autophagy chaperone cofactor-dependent protein refolding chaperone cofactor-dependent protein refolding chaperone cofactor-dependent protein refolding->chaperone-mediated protein folding endoplasmic reticulum chaperone complex endoplasmic reticulum chaperone complex positive regulation of chaperone-mediated protein complex assembly positive regulation of chaperone-mediated protein complex assembly positive regulation of chaperone-mediated protein complex assembly->regulation of chaperone-mediated protein complex assembly metallochaperone complex metallochaperone complex negative regulation of chaperone-mediated protein folding negative regulation of chaperone-mediated protein folding negative regulation of chaperone-mediated protein folding->regulation of chaperone-mediated protein folding positive regulation of chaperone-mediated protein folding positive regulation of chaperone-mediated protein folding positive regulation of chaperone-mediated protein folding->regulation of chaperone-mediated protein folding H2A-H2B histone complex chaperone activity H2A-H2B histone complex chaperone activity H2A-H2B histone complex chaperone activity->histone chaperone activity negative regulation of chaperone-mediated autophagy negative regulation of chaperone-mediated autophagy negative regulation of chaperone-mediated autophagy->regulation of chaperone-mediated autophagy Ig heavy chain-bound endoplasmic reticulum chaperone complex Ig heavy chain-bound endoplasmic reticulum chaperone complex Ig heavy chain-bound endoplasmic reticulum chaperone complex->chaperone complex superoxide dismutase copper chaperone complex superoxide dismutase copper chaperone complex superoxide dismutase copper chaperone complex->metallochaperone complex

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:44:42.431906 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/
<div class="input_area">
chaperone_nodes.to_pickle('targets/chaperone_GO.pickle')
</div>

Overlap

<div class="input_area">
KEGG_GO_venn(chaperones_brite_genes, chaperone_nodes)
</div>
<matplotlib_venn._common.VennDiagram at 0x1a9cdd940>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:44:43.002047 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/

Autophagy


KEGG

<div class="input_area">
autophagy_KEGG_pathway = 'hsa04140'
autophagy_KEGG_BRITE = 'ko04131'
Image(REST.kegg_get(autophagy_KEGG_pathway, 'image').read())
</div>

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“

<div class="input_area">
autophagy_pathway_genes = get_KEGG_pathway_gene_members(autophagy_KEGG_pathway)
</div>
<div class="input_area">
autophagy_brite_genes = get_KEGG_BRITE_entry(autophagy_KEGG_BRITE)
</div>
<div class="input_area">
autophagy_brite_genes = autophagy_brite_genes.loc['Autophagy']
</div>
<div class="input_area">
autophagy_brite_genes['in_KEGG_pathway'] = autophagy_brite_genes.ENSG.isin(autophagy_pathway_genes.ENSG).astype(int)
</div>
<div class="input_area">
autophagy_brite_genes.to_pickle('targets/autophagy_brite.pickle')
</div>

GO

<div class="input_area">
autophagy_subgraph, autophagy_nodes = GO_subgraph_from_query('autophag')
df = create_GO_by_gene_matrix(autophagy_nodes, attr='gene_name')
df = sort_df_by_hclust_olo(df)
clustermap = plot_gene_membership_in_GO_terms(df, figsize=(6, 10))
</div>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:44:52.029688 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/
<div class="input_area">
autophagy_nodes.to_pickle('targets/autophagy_GO.pickle')
</div>

Overlap

<div class="input_area">
KEGG_GO_venn(autophagy_brite_genes, autophagy_nodes)
</div>
<matplotlib_venn._common.VennDiagram at 0x19a056520>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:44:54.058061 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/

Mitophagy


KEGG

<div class="input_area">
mitophagy_KEGG_pathway = 'hsa04137'
Image(REST.kegg_get(mitophagy_KEGG_pathway, 'image').read())
</div>

<img 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 “

<div class="input_area">
mitophagy_pathway_genes = get_KEGG_pathway_gene_members(mitophagy_KEGG_pathway)
</div>
<div class="input_area">
mitophagy_brite_genes = pd.DataFrame(autophagy_brite_genes.loc['Mitophagy'])
</div>
<div class="input_area">
mitophagy_brite_genes.drop(['in_KEGG_pathway'], axis=1, inplace=True)
mitophagy_brite_genes['in_KEGG_pathway'] = mitophagy_brite_genes.ENSG.isin(mitophagy_pathway_genes.ENSG).astype(int)
mitophagy_brite_genes.to_pickle('targets/mitophagy_brite.pickle')
</div>

GO

<div class="input_area">
mitophagy_subgraph, mitophagy_nodes = GO_subgraph_from_query('mitophagy')
df = create_GO_by_gene_matrix(mitophagy_nodes, attr='gene_name')
df = sort_df_by_hclust_olo(df)
ax = plot_gene_membership_in_GO_terms(df, figsize=(6, 10))
</div>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:44:57.283422 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/
<div class="input_area">
mitophagy_nodes.to_pickle('targets/mitophagy_GO.pickle')
</div>

Overlap

<div class="input_area">
KEGG_GO_venn(mitophagy_brite_genes, mitophagy_nodes)
</div>
<matplotlib_venn._common.VennDiagram at 0x199e82f40>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:44:57.403791 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/

Lysosomal acidification


KEGG

<div class="input_area">
lysosome_KEGG_pathway = 'hsa04142'
Image(REST.kegg_get(lysosome_KEGG_pathway, 'image').read())
</div>

<img 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 “

<div class="input_area">
lysosome_pathway_genes = get_KEGG_pathway_gene_members(lysosome_KEGG_pathway)
</div>
<div class="input_area">
lysosome_pathway_genes.set_index('ENSG')['gene_name'].to_pickle('./targets/lysosome_kegg.pickle')
</div>

GO

<div class="input_area">
lysosome_subgraph, lysosome_nodes = GO_subgraph_from_query('lysosom')
</div>
<div class="input_area">
df = create_GO_by_gene_matrix(lysosome_nodes, attr='gene_name')
df = sort_df_by_hclust_olo(df)
ax = plot_gene_membership_in_GO_terms(df, figsize=(6, 10))
</div>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:45:04.254706 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/
<div class="input_area">
lysosome_nodes.to_pickle('targets/lysosome_GO.pickle')
</div>

Overlap

<div class="input_area">
KEGG_GO_venn(lysosome_pathway_genes, lysosome_nodes)
</div>
<matplotlib_venn._common.VennDiagram at 0x199e873a0>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:45:07.914521 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/

Heterochromatin Defects

<div class="input_area">
brite = 'ko03036'
brite_genes = get_KEGG_BRITE_entry(brite)
brite_genes = brite_genes.loc['Eukaryotic type']
</div>

TE de-repression


<div class="input_area">
# Silencing chromatin modifiers,
# TFs which recognize ERVs
</div>

KEGG

<div class="input_area">
gene_silencing_brite = brite_genes.loc['Gene silencing']
gene_silencing_brite.index = gene_silencing_brite.index.droplevel(2)
</div>
<div class="input_area">
gene_silencing_brite.to_pickle('targets/gene_silencing_brite.pickle')
</div>

GO

<div class="input_area">
transposon_subgraph, transposon_nodes = GO_subgraph_from_query('transpos')
</div>
<div class="input_area">
draw_graph(transposon_subgraph)
</div>
transposition, RNA-mediated transposition, RNA-mediated transposition transposition transposition, RNA-mediated->transposition negative regulation of transposon integration negative regulation of transposon integration regulation of transposon integration regulation of transposon integration negative regulation of transposon integration->regulation of transposon integration negative regulation of transposition negative regulation of transposition negative regulation of transposon integration->negative regulation of transposition regulation of transposition regulation of transposition regulation of transposon integration->regulation of transposition negative regulation of transposition->regulation of transposition regulation of transposition, DNA-mediated regulation of transposition, DNA-mediated regulation of transposition, DNA-mediated->regulation of transposition positive regulation of transposition positive regulation of transposition positive regulation of transposition->regulation of transposition intramolecular oxidoreductase activity, transposing C=C bonds intramolecular oxidoreductase activity, transposing C=C bonds positive regulation of transposition, RNA-mediated positive regulation of transposition, RNA-mediated positive regulation of transposition, RNA-mediated->positive regulation of transposition regulation of transposition, RNA-mediated regulation of transposition, RNA-mediated positive regulation of transposition, RNA-mediated->regulation of transposition, RNA-mediated regulation of transposition, RNA-mediated->regulation of transposition negative regulation of transposition, DNA-mediated negative regulation of transposition, DNA-mediated negative regulation of transposition, DNA-mediated->negative regulation of transposition negative regulation of transposition, DNA-mediated->regulation of transposition, DNA-mediated transposon integration involved in RNA-mediated transposition transposon integration involved in RNA-mediated transposition transposon integration involved in RNA-mediated transposition->transposition, RNA-mediated transposon integration transposon integration transposon integration involved in RNA-mediated transposition->transposon integration transposon integration->transposition replicative transposition, DNA-mediated replicative transposition, DNA-mediated transposition, DNA-mediated transposition, DNA-mediated replicative transposition, DNA-mediated->transposition, DNA-mediated transposition, DNA-mediated->transposition reverse transcription involved in RNA-mediated transposition reverse transcription involved in RNA-mediated transposition reverse transcription involved in RNA-mediated transposition->transposition, RNA-mediated positive regulation of transposon integration positive regulation of transposon integration positive regulation of transposon integration->regulation of transposon integration positive regulation of transposon integration->positive regulation of transposition MITE transposition MITE transposition MITE transposition->transposition negative regulation of transposition, RNA-mediated negative regulation of transposition, RNA-mediated negative regulation of transposition, RNA-mediated->negative regulation of transposition negative regulation of transposition, RNA-mediated->regulation of transposition, RNA-mediated non-replicative transposition, DNA-mediated non-replicative transposition, DNA-mediated non-replicative transposition, DNA-mediated->transposition, DNA-mediated retrotransposon nucleocapsid retrotransposon nucleocapsid positive regulation of transposition, DNA-mediated positive regulation of transposition, DNA-mediated positive regulation of transposition, DNA-mediated->regulation of transposition, DNA-mediated positive regulation of transposition, DNA-mediated->positive regulation of transposition intramolecular oxidoreductase activity, transposing S-S bonds intramolecular oxidoreductase activity, transposing S-S bonds transposase activity transposase activity
<div class="input_area">
df = create_GO_by_gene_matrix(transposon_nodes, attr='gene_name')
df = sort_df_by_hclust_olo(df)
ax = plot_gene_membership_in_GO_terms(df, figsize=(6, 10))
</div>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:45:10.122414 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/
<div class="input_area">
transposon_nodes.to_pickle('targets/transposon_GO.pickle')
</div>

Overlap

<div class="input_area">
KEGG_GO_venn(gene_silencing_brite, transposon_nodes)
</div>
<matplotlib_venn._common.VennDiagram at 0x1aa7fa670>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:45:10.307020 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/

Chromatin modifiers


KEGG

<div class="input_area">
chromatin_remodeling_brite = brite_genes.loc['Chromatin remodeling factors']
chromatin_remodeling_brite.index = chromatin_remodeling_brite.index.droplevel(2).droplevel(1)
</div>
<div class="input_area">
chromatin_remodeling_brite.to_pickle('targets/chromatin_remodeling_brite.pickle')
</div>
<div class="input_area">
histone_modification_brite = brite_genes.loc['Histone modification proteins']
histone_modification_brite = drop_nan_index_levels(histone_modification_brite)
</div>
<div class="input_area">
histone_modification_brite.to_pickle('targets/histone_modification_brite.pickle')
</div>

GO

<div class="input_area">
chromatin_remodeling_subgraph, chromatin_remodeling_nodes = GO_subgraph_from_query('chromatin remodel')
</div>
<div class="input_area">
draw_graph(chromatin_remodeling_subgraph)
</div>
chromatin remodeling at centromere chromatin remodeling at centromere chromatin remodeling chromatin remodeling chromatin remodeling at centromere->chromatin remodeling DNA repair-dependent chromatin remodeling DNA repair-dependent chromatin remodeling DNA repair-dependent chromatin remodeling->chromatin remodeling ATP-dependent chromatin remodeler activity ATP-dependent chromatin remodeler activity
<div class="input_area">
chromatin_remodeling_nodes.to_pickle('targets/chromatin_remodeling_GO.pickle')
</div>

Overlap

<div class="input_area">
KEGG_GO_venn(chromatin_remodeling_brite, chromatin_remodeling_nodes)
</div>
<matplotlib_venn._common.VennDiagram at 0x1a9343df0>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:45:10.536337 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/

Epigenetic Erosion (heterochromatin loosening)


KEGG

<div class="input_area">
heterochromatin_formation_brite = brite_genes.loc['Heterochromatin formation proteins']
heterochromatin_formation_brite = drop_nan_index_levels(heterochromatin_formation_brite)
</div>
<div class="input_area">
heterochromatin_formation_brite.to_pickle('targets/heterochromatin_formation_brite.pickle')
</div>

GO

<div class="input_area">
heterochromatin_subgraph, heterochromatin_nodes = GO_subgraph_from_query('heterochromatin')
</div>
<div class="input_area">
draw_graph(heterochromatin_subgraph)
</div>
meiotic attachment of telomeric heterochromatin to spindle pole body meiotic attachment of telomeric heterochromatin to spindle pole body negative regulation of heterochromatin organization negative regulation of heterochromatin organization regulation of heterochromatin organization regulation of heterochromatin organization negative regulation of heterochromatin organization->regulation of heterochromatin organization siRNA-dependent facultative heterochromatin formation siRNA-dependent facultative heterochromatin formation small non-coding RNA-dependent heterochromatin formation small non-coding RNA-dependent heterochromatin formation siRNA-dependent facultative heterochromatin formation->small non-coding RNA-dependent heterochromatin formation heterochromatin formation heterochromatin formation small non-coding RNA-dependent heterochromatin formation->heterochromatin formation alpha-heterochromatin alpha-heterochromatin pericentric heterochromatin pericentric heterochromatin alpha-heterochromatin->pericentric heterochromatin heterochromatin heterochromatin pericentric heterochromatin->heterochromatin beta-heterochromatin beta-heterochromatin beta-heterochromatin->pericentric heterochromatin regulation of rDNA heterochromatin formation regulation of rDNA heterochromatin formation regulation of heterochromatin formation regulation of heterochromatin formation regulation of rDNA heterochromatin formation->regulation of heterochromatin formation regulation of heterochromatin formation->regulation of heterochromatin organization protein localization to pericentric heterochromatin protein localization to pericentric heterochromatin protein localization to heterochromatin protein localization to heterochromatin protein localization to pericentric heterochromatin->protein localization to heterochromatin regulation of siRNA-dependent facultative heterochromatin formation regulation of siRNA-dependent facultative heterochromatin formation regulation of small non-coding RNA-mediated heterochromatin formation regulation of small non-coding RNA-mediated heterochromatin formation regulation of siRNA-dependent facultative heterochromatin formation->regulation of small non-coding RNA-mediated heterochromatin formation regulation of small non-coding RNA-mediated heterochromatin formation->regulation of heterochromatin formation protein localization to mating-type region heterochromatin protein localization to mating-type region heterochromatin protein localization to mating-type region heterochromatin->protein localization to heterochromatin silent mating-type cassette heterochromatin formation silent mating-type cassette heterochromatin formation constitutive heterochromatin formation constitutive heterochromatin formation silent mating-type cassette heterochromatin formation->constitutive heterochromatin formation constitutive heterochromatin formation->heterochromatin formation nucleolus-associated heterochromatin nucleolus-associated heterochromatin negative regulation of heterochromatin formation negative regulation of heterochromatin formation negative regulation of heterochromatin formation->negative regulation of heterochromatin organization negative regulation of heterochromatin formation->regulation of heterochromatin formation heterochromatin organization heterochromatin organization heterochromatin formation->heterochromatin organization rDNA heterochromatin formation rDNA heterochromatin formation facultative heterochromatin formation facultative heterochromatin formation rDNA heterochromatin formation->facultative heterochromatin formation facultative heterochromatin formation->heterochromatin formation inactivation of X chromosome by heterochromatin formation inactivation of X chromosome by heterochromatin formation inactivation of X chromosome by heterochromatin formation->constitutive heterochromatin formation subtelomeric heterochromatin formation subtelomeric heterochromatin formation subtelomeric heterochromatin formation->constitutive heterochromatin formation siRNA-dependent pericentric heterochromatin formation siRNA-dependent pericentric heterochromatin formation pericentric heterochromatin formation pericentric heterochromatin formation siRNA-dependent pericentric heterochromatin formation->pericentric heterochromatin formation pericentric heterochromatin formation->constitutive heterochromatin formation regulation of silent mating-type cassette heterochromatin formation regulation of silent mating-type cassette heterochromatin formation regulation of silent mating-type cassette heterochromatin formation->regulation of heterochromatin formation maintenance of protein localization to heterochromatin maintenance of protein localization to heterochromatin maintenance of protein localization to heterochromatin->protein localization to heterochromatin protein localization to subtelomeric heterochromatin protein localization to subtelomeric heterochromatin protein localization to subtelomeric heterochromatin->protein localization to heterochromatin heterochromatin domain heterochromatin domain heterochromatin domain->heterochromatin positive regulation of DNA methylation-dependent heterochromatin formation positive regulation of DNA methylation-dependent heterochromatin formation positive regulation of heterochromatin formation positive regulation of heterochromatin formation positive regulation of DNA methylation-dependent heterochromatin formation->positive regulation of heterochromatin formation regulation of DNA methylation-dependent heterochromatin formation regulation of DNA methylation-dependent heterochromatin formation positive regulation of DNA methylation-dependent heterochromatin formation->regulation of DNA methylation-dependent heterochromatin formation positive regulation of heterochromatin formation->regulation of heterochromatin formation positive regulation of heterochromatin organization positive regulation of heterochromatin organization positive regulation of heterochromatin formation->positive regulation of heterochromatin organization regulation of DNA methylation-dependent heterochromatin formation->regulation of heterochromatin formation regulation of siRNA-independent facultative heterochromatin formation regulation of siRNA-independent facultative heterochromatin formation regulation of siRNA-independent facultative heterochromatin formation->regulation of heterochromatin formation negative regulation of DNA methylation-dependent heterochromatin formation negative regulation of DNA methylation-dependent heterochromatin formation negative regulation of DNA methylation-dependent heterochromatin formation->negative regulation of heterochromatin formation negative regulation of DNA methylation-dependent heterochromatin formation->regulation of DNA methylation-dependent heterochromatin formation positive regulation of rDNA heterochromatin formation positive regulation of rDNA heterochromatin formation positive regulation of rDNA heterochromatin formation->regulation of rDNA heterochromatin formation positive regulation of rDNA heterochromatin formation->positive regulation of heterochromatin formation heterochromatin-nuclear membrane anchor activity heterochromatin-nuclear membrane anchor activity pericentric heterochromatin organization pericentric heterochromatin organization pericentric heterochromatin organization->heterochromatin formation mating-type region heterochromatin mating-type region heterochromatin mating-type region heterochromatin->heterochromatin positive regulation of pericentric heterochromatin formation positive regulation of pericentric heterochromatin formation positive regulation of pericentric heterochromatin formation->positive regulation of heterochromatin formation regulation of pericentric heterochromatin formation regulation of pericentric heterochromatin formation positive regulation of pericentric heterochromatin formation->regulation of pericentric heterochromatin formation regulation of pericentric heterochromatin formation->regulation of heterochromatin formation intercalary heterochromatin intercalary heterochromatin intercalary heterochromatin->heterochromatin positive regulation of heterochromatin organization->regulation of heterochromatin organization CLRC complex localization to heterochromatin CLRC complex localization to heterochromatin CLRC complex localization to heterochromatin->protein localization to heterochromatin positive regulation of silent mating-type cassette heterochromatin formation positive regulation of silent mating-type cassette heterochromatin formation positive regulation of silent mating-type cassette heterochromatin formation->regulation of silent mating-type cassette heterochromatin formation positive regulation of silent mating-type cassette heterochromatin formation->positive regulation of heterochromatin formation senescence-associated heterochromatin focus senescence-associated heterochromatin focus senescence-associated heterochromatin focus->heterochromatin siRNA-independent facultative heterochromatin formation siRNA-independent facultative heterochromatin formation siRNA-independent facultative heterochromatin formation->facultative heterochromatin formation heterochromatin island heterochromatin island heterochromatin island->heterochromatin heterochromatin boundary formation heterochromatin boundary formation heterochromatin boundary formation->heterochromatin formation heterochromatin boundary formation->heterochromatin organization DNA methylation-dependent heterochromatin formation DNA methylation-dependent heterochromatin formation DNA methylation-dependent heterochromatin formation->facultative heterochromatin formation negative regulation of ribosomal DNA heterochromatin formation negative regulation of ribosomal DNA heterochromatin formation negative regulation of ribosomal DNA heterochromatin formation->regulation of rDNA heterochromatin formation negative regulation of ribosomal DNA heterochromatin formation->negative regulation of heterochromatin formation attachment of telomeric heterochromatin to nuclear envelope attachment of telomeric heterochromatin to nuclear envelope silent mating-type cassette heterochromatin organization silent mating-type cassette heterochromatin organization silent mating-type cassette heterochromatin organization->constitutive heterochromatin formation negative regulation of silent mating-type cassette heterochromatin formation negative regulation of silent mating-type cassette heterochromatin formation negative regulation of silent mating-type cassette heterochromatin formation->negative regulation of heterochromatin formation negative regulation of silent mating-type cassette heterochromatin formation->regulation of silent mating-type cassette heterochromatin formation subtelomeric heterochromatin subtelomeric heterochromatin subtelomeric heterochromatin->heterochromatin negative regulation of small non-coding RNA-mediated heterochromatin formation negative regulation of small non-coding RNA-mediated heterochromatin formation negative regulation of small non-coding RNA-mediated heterochromatin formation->regulation of small non-coding RNA-mediated heterochromatin formation negative regulation of small non-coding RNA-mediated heterochromatin formation->negative regulation of heterochromatin formation rDNA heterochromatin rDNA heterochromatin rDNA heterochromatin->heterochromatin
<div class="input_area">
heterochromatin_nodes.to_pickle('targets/heterochromatin_GO.pickle')
</div>

Overlap

<div class="input_area">
KEGG_GO_venn(heterochromatin_formation_brite, heterochromatin_nodes)
</div>
<matplotlib_venn._common.VennDiagram at 0x1a96a5df0>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:45:10.771697 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/

histones are limiting


KEGG

<div class="input_area">
nucleosome_assembly_brite = brite_genes.loc['Nucleosome assembly factors']
nucleosome_assembly_brite = drop_nan_index_levels(nucleosome_assembly_brite)
</div>
<div class="input_area">
nucleosome_assembly_brite.to_pickle('targets/nucleosome_assembly_brite.pickle')
</div>

GO

<div class="input_area">
nucleosome_assembly_subgraph, nucleosome_assembly_nodes = GO_subgraph_from_query('nucleosome assembly')
</div>
<div class="input_area">
draw_graph(nucleosome_assembly_subgraph)
</div>
nucleosome assembly nucleosome assembly
<div class="input_area">
nucleosome_assembly_nodes.to_pickle('targets/nucleosome_assembly_GO.pickle')
</div>

Overlap

<div class="input_area">
KEGG_GO_venn(nucleosome_assembly_brite, nucleosome_assembly_nodes)
</div>
<matplotlib_venn._common.VennDiagram at 0x1a925ffd0>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:45:10.982377 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/

Nuclear Lamin defects


<div class="input_area">
Image('https://upload.wikimedia.org/wikipedia/commons/b/b4/Structure_and_function_of_the_nuclear_lamina.jpg')
</div>

<img 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 “

KEGG

<div class="input_area">
nuclear_lamin_brite_id = 'ko04812+K12641'
nuclear_lamin_brite = get_KEGG_BRITE_entry(nuclear_lamin_brite_id)
</div>
<div class="input_area">
nuclear_lamin_brite = nuclear_lamin_brite.loc['Eukaryotic cytoskeleton proteins', 'Intermediate filaments', 'Intermediate filaments', 'Type V: Nuclear lamins']
nuclear_lamin_brite.index = ['Nuclear lamins']*len(nuclear_lamin_brite)
</div>
/var/folders/mq/yzq45gh52xn7zz498z7cjtkw0000gn/T/ipykernel_10928/5367033.py:1: PerformanceWarning: indexing past lexsort depth may impact performance.
  nuclear_lamin_brite = nuclear_lamin_brite.loc['Eukaryotic cytoskeleton proteins', 'Intermediate filaments', 'Intermediate filaments', 'Type V: Nuclear lamins']
<div class="input_area">
nuclear_lamin_brite.to_pickle('targets/nuclear_lamin_brite.pickle')
</div>

GO

<div class="input_area">
nuclear_lamin_subgraph, nuclear_lamin_nodes = GO_subgraph_from_query('nuclear lamin')
</div>
<div class="input_area">
draw_graph(nuclear_lamin_subgraph)
</div>
nuclear lamina nuclear lamina host cell nuclear lamina host cell nuclear lamina
<div class="input_area">
nuclear_lamin_nodes.to_pickle('targets/nuclear_lamin_GO.pickle')
</div>

Overlap

<div class="input_area">
KEGG_GO_venn(nuclear_lamin_brite, nuclear_lamin_nodes)
</div>
<matplotlib_venn._common.VennDiagram at 0x1a9d43bb0>

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2022-08-01T19:45:12.529306 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/

neurons entering cell cycle? Cell cycle markers


KEGG

<div class="input_area">
cell_cycle_pathway_id = 'hsa04110'
Image(REST.kegg_get(cell_cycle_pathway_id, 'image').read())
</div>

<img 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 “

<div class="input_area">
cell_cycle_pathway_genes = get_KEGG_pathway_gene_members(cell_cycle_pathway_id)
</div>
<div class="input_area">
cell_cycle_pathway_genes.to_pickle('cell_cycle_pathway.pickle')
</div>

GO

<div class="input_area">
cell_cycle_subgraph, cell_cycle_nodes = GO_subgraph_from_query('cell cycle')
df = create_GO_by_gene_matrix(cell_cycle_nodes, attr='gene_name')
df = sort_df_by_hclust_olo(df)

matplotlib_inline.backend_inline.set_matplotlib_formats('png')
ax = plot_gene_membership_in_GO_terms(df, figsize=(6, 10))
</div>

<img 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MjKyuLatWuUL1/epnY5MgVJIiWcAhQRERHHEhwcbFP+9PT0PNPr169vlebm5kZAQADLli1j5MiRVsf+vsR3SEgIKSkpbNq0ib59++ZbBy8vL1xcXMjMzOTpp5+2pK9evZomTZqUqAAJFCQVmoLeiDrC0Cp79j6VxBt2ew5X1NBIERERuclgMODu7m7zsVvzzJo1i8GDB9O+ffu7ul7ZsmUtf2/YsIEPP/yQ9evX21RvZ6AgyUHZ88ZWN9H3piQOjytsJbFNIiIiBRUfH18o5TRo0IDVq1dbpRmNRiIiIvDx8eHQoUN4e3tbju3atYvDhw8zYsQIS1rdunV5/vnnmT17dr7XOnPmDC4uLlSsWBGAuLg4EhMTWbduHTVr1iyU9jgSBUmFpKC9MbpBdH6F3btTEl8TJbFNIiIiBZXXHCNbtWjRgnnz5pGUlETPnj3JyckhNjYWk8nEK6+8wsSJE2nWrBn3338/mZmZxMTEMHz48FzlDBs2jN69e+e5kez169eJiYkhJCQEgE8++YQtW7awfv16qlatWihtcTQGs9lsvpcCAiMTC6sugG6mJDdHGJIoIiIi9ucoC1IV9r1DZc9KhVbWH3/8wcyZM/nll18wGo00atSIyZMnU7lyZT7//HOWLVuG0WjEZDIRGhpqCXQ6duzIhg0bqF69OgD/7//9PwYMGMDnn38O/N8S4AaDAZPJRLt27YiMjMTV1ZVu3bpx7do17rvvPks9Vq1ahZeXV6G1q7gpSBKHV9rmTGlomvPI67nS8yQiUjgcPUgq6Hd2YQZJUjQ03E60GICIg9B7UUTEMRXk8zm/cwprnyQpOgqSRERERESc1Llz55g7dy6HDx/GZDJRr149pk2bxrp169iwYQNeXl7k5OTg5ubGqFGj6NChg+Xc9evXs3nzZkwmE+7u7owZM4ZWrVpZjn/zzTeEhYWxceNGmjRpYkmPjIzkhx9+sKx0N2vWLBo3bmy/RtuBgiQRB6OeAedR2M+VnnsREbGFyWQiPDycwYMHEx0dDcCSJUsYN24cTZo0YdCgQYSHhwPw22+/ERoayv3330/9+vVZu3Yte/fu5YMPPsDDw4P09HRefPFF4uPjqV27NgAJCQl06dIlV5B05MgRNm3aZFnpriRSkCSljm5ERUREpDilpaXZlD+v1fBSUlLw9PTkmWeesaSFh4eTnJzMsWPHrPLWqlWL0NBQPv74YyZMmMB7773H5s2b8fDwAG5sNLtgwQLKlLkRHly9epWdO3eyceNG+vbtS1RUFBUqVODy5cucPXuWV199lTNnzvD8888zYMAAm9rjDBQkiYIGERERETsKDg62KX96enqe6fXr17dKc3NzIyAggNjY2Fz569atS0pKCufOncNoNFpWtrvp1qF2ycnJNG3aFB8fHxo2bEhSUhL9+vXjzJkz+Pn5MX36dFxcXBg4cCCPPvooLVq0sKlNjs7hgiRHWC1Kq4s5loI85o6yGo4jvJ4Lm94fIiLiCPL7zinI9689F89psaVAp+ViMBhwd3e36ZyyZcve1XkJCQn06tULgJ49e7Jp0yb69evHQw89xDvvvGPJ99xzz7F7924FSUXNEW6yHKEOBWWv4MBRglZH4Oj1Kwh7tklBl4iIFERhrzhnrzoAxMfHF8r1GzRowOrVq63SjEYjERERPPzww5aFFW46evQoderUoUqVKri4uHDmzBmqVatmOb58+XJ8fX1p0KAB3333HT///DOLFy/GZDJx+vRpjh49islk4tSpU3TseOM7OicnxzJEryQpeS0q5Zy518VenPmmvCRurFvYr1lHaJOIiEh+8ppjZKsWLVowb948kpKS6NmzJzk5OcTGxmIymSxzjW769ddfiY+P57333gMgNDSUN998k+joaMqXL8+hQ4dYt24dH374IYmJiXTq1MmqxygyMpKNGzfSu3dvoqOj8fPzw2AwkJiYyOzZswulPY5EQZKUOqXtJroktrcktklERMRWrq6uxMXFMXPmTJYtW4bRaKRRo0YsWLCAtWvXsnbtWrZu3YqLiwtubm5MnjwZHx8fAMLCwli+fLllflT58uVZuHAh3t7eJCYmMmnSJKtr3Vwpb9y4cfTv359+/fphMpkIDQ2lUaNGdm97UVOQJCIiIiLipGrUqMGSJUtypY8aNYpRo0bleZ7BYGD48OEMHz4817GtW7fmSmvatCmpqakADBkyhCFDhhS80k5AQVIxc4ThU/pV3nnouRIREXEc+l4uuRQkFTO9uUREREScU0F/7P40JqjQ6pCRkUGPHj2oU6cOcGMhhevXrzNmzBiuXLnC3LlzqVmzJgDZ2dmUK1eO+fPnU7duXQYOHMixY8fYvXs3rq6uwI0Natu0aUPXrl2ZOXMmKSkpzJs3D5PJRO3atYmOjqZy5cp07NgRDw8PXF1dMRqNNGnShOnTp+daLMJZuRR3BUREREREpOBq165NYmIiiYmJfPrppyxatIgZM2YA0K1bN8uxpKQkevXqZbWHUpkyZdi7d6/l72+//RaDwQDcCLgmTJjA22+/zSeffEL9+vWJi4uz5F29ejWJiYls3bqV69evs2nTJju1uOipJ0lERERESj17ju5JS0uzKb+tq+FlZGTg6emZK91sNvPbb79ZHevatSvJycn4+fkB8O9//5suXboAkJWVxRtvvMGDDz4IgK+vL9u3b89VrtFo5OrVq1bLiTs7BUkiIiIiInZ0c0W5u5Wenp7v8ZMnTxIUFMS1a9c4f/48LVu2ZMmSJaSlpbF9+3bS0tK4dOkSRqORrl27MnbsWMu5HTp0YNq0aUyePJmcnBx++OEH+vfvT1paGuXLl6dnz57AjYDp3XffZejQoZZzw8LCcHV15c8//8TLy4u2bdva1C5HpiCphCmJm8k6+rwtR69fQZTENtlTQd+HetxFRO5efp+ZeX0OF+QcZ3BzuF12djbjx4+nUqVK1K1bl7S0NLp168bMmTPJzMxk4MCBNGvWzKonqUKFCjzyyCPs37+frKwsWrRoYRlud9PVq1cZNWoUvr6+lqAJbgy3q169Omazmblz5zJ79mzmzJljt3YXpSILkkrbl71uikQKpiRuDOus9RYRuVf2/EwvyL2XowRC8fHxRVKum5sb06dPp2vXrnTu3NnqWNWqVZkxYwYjRoygZcuWVkPjunfvTnJyMn/99RfPPfcc//vf/yzHLly4wMsvv0yjRo2YMmXKba9rMBjo3bs3kZGRRdKu4uBwPUkFefE6wptON0UiIiJS2jnKSBNH70mydY6RLTw9PXnllVeYP38+gwYNsjr25JNP4ufnx7Jly6wCno4dOxIXF4enpydNmjSxCpJGjx5NixYtrIbo3c5//vMfGjZsWLiNKUZFFiQ5c8+KI9ShoJy57vZSEnsu8uPo7S1IHRxhfzERESle9uxJcrbviZCQENasWcOff/6Z69jo0aPp06eP1Wawnp6eeHt78+ijj1rl3b9/P19//TV//vknu3fvBm4EeDNnzgT+b06Si4sLVatWLTFD7cABe5JEREREROzN2QKhmx544AG2bdtmlebu7s4XX3xx2/w35yoBrFu3zpL+7rvvWv7fp08f+vTpA+S9aMSOHY4xdLGoKEgqZoXdHeysb3ARERGR4mTP4XaFuZmsFA0FScWsIEGNAiERERERgRt7Ir300ktWvUm3ph09epTo6GhOnjyJm5sbLVq0IDIykgoVKpCRkUGPHj2oU6cOcGPz2OvXrzNmzBi6detGbGwsixcv5pNPPsHX19dS/siRIzl27JjVNceOHcuPP/7Ili1bLGkff/wxc+fOpWbNmpjNZsxmM2FhYZZeqpsWLVqEh4cH4eHhRfUw2czhgqSC9KzYqw72rofc4Cgr0YhzcITPCkeog73rISLi7EriZ+bFixcZNWoUM2fOxM/Pj5ycHN577z0iIiJYvXo18H/Lh9905MgRhg4dSrdu3QCoUaMGycnJliDpypUrHD58mLJly1rOuXLlCvv27aNmzZrs27ePxx9/3HLs5hLkAOfPn2fIkCF4eXnh7+/PlStXmDt3LomJiYwcObLIHw9baAnw23CUG5yCcObHPS8lsU0l9cbWXkGDozxGjlAPR6iDlF4l9bNMnIMzr243a9BDNuUv6Gp4H3zwAX369MHPzw8AFxcXwsPDSU5O5sCBA1bLgN+UkZFhtY9Sly5d+Oyzzxg1ahQAO3fupF27dnz77beWPNu3b6dp06Y0btyYjRs3WgVJt7rvvvsYMWIE8fHx+Pv78/XXX1OjRg3CwsIK1L6i5HCr2+XFUQIXe9XDUd7E4vwcZTnW0qS0rJ4kotesOCpHuF/LT4unnrQpf16LJ9x08uRJgoL+b55TdnY2AEePHuX555/Plf+pp57ihx9+wN/f33LutWvXOH/+PC1btmTJkiWWvDVq1MDDw4Off/6Zhx9+mG3bttG/f3+rICkhIYGQkBCaNWtGbGwskyZNomLFiret6yOPPMLPP/8MQNeuXenatSuxsbF3/2DYicP1JOV1c+EIgUt+9dAXhdhCC3M4j4I8H47yPOnzSkRKq9L2+ff3IXM35yRdvXoVk8mUK//NIOrWc7Ozsxk/fjyVKlWibt26Vvm7devG9u3bGTRoEJmZmXh7e1uOnTp1iu+//57ly5dTvnx5fH192bJlCyEhIXnW99aheo6qWHqSSuoLtCC0cMOdlbbXUklskzNz5ufDmesuzq+03aSK/dlzZE1er9uC3qPEx8ffc53uRqNGjThw4ABt27a1St+/fz+BgYFWaW5ubkyfPp2uXbvSuXNn2rVrZznWrVs3IiIiePDBB2nfvr3VeYmJiZjNZgICAoAb85Pi4+PzDJLS09MtC0U4smJZuEHDxcQW+kIVEXE++uyWouYIUxMK+jov6BwjW/Xv35+QkBCeeuop/Pz8MJvNLFu2jIoVK9K0aVMyMjKs8nt6evLKK68wf/582rRpY0mvVasWrq6urFmzhgULFlidk5iYyMKFC+nQoQMAFy5cwN/fnyNHjuSqz9mzZ3n33XeZOHFiEbS2cDnNcDt92Io9FPbrT69nERER51ASv5urVavGihUriI6OZsaMGZhMJlq1amU15+jvQkJCWLNmjdVS3nBj/tD27dvx9va2BFcHDx7k2rVr+Pv7W/JVrlyZoKAg4uPjady4Mdu3byctLQ0XFxcMBgODBw/mqaeeKpoGFyKD2Ww230sBgZGJt00v7JvK/BT2i9oR6iAiIiJS2hV0OJu9Vrcr6P1fZc9KBTpP7Mfh9kkqbdTTICIiIuLYdF9W+ihIKmZ604mIiIiIOBYFSSIiIiJS6jn7D9fffPMNYWFhbNy4kT/++IPFixcDcOzYMR566CFcXV3p2LEjLVu2ZMSIEZZlvHNycsjJyWHGjBk8+aRt+zeVZAqSRERERETsKC0tzab8d7MaXkJCAl26dGHjxo28+eabdOnSBYCOHTuyevVqqlevDkBqairNmzdn5cqVlnM///xz5s6dy8aNG22qV0mmIElERERExI6Cg4Ntyp+enp7v8atXr7Jz5042btxI3759iYqKokKFCnddfkZGBp6enjbVqaRzKe4KiIiIiIhIwSUnJ9O0aVN8fHxo2LAhSUlJ+ebfv38/QUFBdO7cmdatW5Oens6cOXPsVFvnoJ4kERERERE7io+PL9TyEhIS6NWrFwA9e/Zk06ZN9OvXL8/8N4fbXblyhWHDhvHwww9To0aNQq2Ts1OQJCIiIiJiR3czx+hu/fHHH3z33Xf8/PPPLF68GJPJxOnTpzl69Cj16tXL99wKFSowZ84cgoKCaN++/R3zlyZOEyQ5+oojBd3srCTSYyEiIiLOpiD3L45wz5OYmEinTp145513LGmRkZFs3LiRSZMm3fH8Bx98kODgYN566y3i4uKKsqpOxWmCJBERERGRolKQoMYRfvxNTEzMFQwNGjSI8PBwxo0bd1dlDB8+nC5durB3714tA/7/pyBJRERERMRJbd26NVda06ZNSU1NBWDHDuveLj8/P/z8/KzSqlSpwt69e4uukk5Iq9uJiIiIiIjcQj1JIiIiIiJO6ty5c8ydO5fDhw9jMpmoV68e06ZNY926dWzYsAEvLy9ycnJwc3Nj1KhRdOjQwXLu+vXr2bx5MyaTCXd3d8aMGUOrVq0AmD9/Prt27cJsNtOvXz+GDBkCQFJSEu+++y5Xr16lT58+DBs2rDiaXeRKbZCU30S7/DjC2FNHp8dISjtHmMgrUloU9Ps8L3qPOg9n/qxNS0uzKX9eq+GZTCbCw8MZPHgw0dHRACxZsoRx48bRpEkTy9wkgN9++43Q0FDuv/9+6tevz9q1a9m7dy8ffPABHh4epKen8+KLLxIfH096ejo//vgjiYmJZGVl0bdvX1q3bo2bmxvz589n8+bNlC9fnt69e9O5c2fq1q17bw+IAzKYzWbzvRQQGJl423RHf3FK6eXoH6qOXj8RERF7KewguKAK+/u3xVO2LY6Qnp5+2/Q9e/awevVqVq5caUnLzs4mOTmZY8eOUa5cOUuQBLBq1Sp+//13JkyYgL+/P5s3b6Z69eqW4ykpKdSpU4dz585hMpl47LHHABg2bBgDBgzg6NGjXL58mddffx2AjIwMqlSpQoUKFWxqjzMotT1JIo6qsD+IS2LQVRLbJCIiYqv09HTq169vlebm5kZAQACxsbG58tetW5eUlBTOnTuH0Wi0CpAAy1C7WzeWPXDgAEeOHOHxxx/niy++oHz58gwbNozff/+dfv36ERoaWgQtK34KkqTUsWcQYq86lDZ6/EREpLDZ87slPj6+UMoxGAy4u7vbdE7ZsmXv+ryDBw8yatQooqOjqVixIiaTidTUVNasWYPBYCA0NJSGDRvy+OOPF7QJDktBkkgJp4BCRETEseQ1x8hWDRo0YPXq1VZpRqORiIgIHn74YcqWLWt17OjRo9SpU4cqVarg4uLCmTNnqFatmuX48uXL8fX1pX379uzZs4eoqCjmz59v6WGqVq0arVu3xtPTE4A2bdpw6NAhBUn2kNev8rrRE0el16aIiIgUhxYtWjBv3jySkpLo2bMnOTk5xMbGYjKZ8PDwsMr766+/Eh8fz3vvvQdAaGgob775JtHR0ZQvX55Dhw6xbt06PvzwQ06cOMEbb7xBXFwcTZo0sZTh7+/PlClTeOWVVyhTpgypqamMHz/erm22F4cLknTDKSIiIiJyZ66ursTFxTFz5kyWLVuG0WikUaNGLFiwgLVr17J27Vq2bt2Ki4sLbm5uTJ48GR8fHwDCwsJYvnw5wcHBAJQvX56FCxfi7e3N1KlTyc7OZsqUKZZrjRkzBn9/fwYMGEBwcDBGo5EXXniBFi1aFEvbi5pWtxMRERERh2TP1e3see9a2bOS3a4lBeNwPUkiRU0ro4mIiIhIfhwuSHLWOUnanNZ56DEXERGRv3P2H1G/+eYbwsLC2Lhxo2UeUf369fH19cVgMJCTk0PVqlWZM2cOtWrVYuDAgZw+fZpy5coBN4bujR07ltatWxMVFUW7du0ICAi47bUWLVqEh4eH1R5MJY3DBUnO8CIUERERESmotLQ0m/LfzWp4CQkJdOnSxSpIcnNzIzHx/6bGbNy4kejoaN555x0A5s6dS7NmzQA4fvw4AwYMYM+ePXle48qVK8ydO5fExERGjhxpUxucjcMFSSIiIiIiJdnNxRLuVnp6er7Hr169ys6dO9m4cSN9+/YlKiqKChUq5MrXokUL1q5de9syHnroIVxdXTl//nye1/n666+pUaMGYWFhNtXfGbkUdwVERERERKTgkpOTadq0KT4+PjRs2JCkpKRcecxmM59++mmevVIpKSmUL1+eKlWq5Hmdrl27MnLkSFxdXQut7o5KPUkiIiIiInYUHx9fqOUlJCTQq1cvAHr27MmmTZvo168f2dnZBAUFATc2mW3QoAGTJk2ynDd+/HjKlStHTk4O1apV46233irUejkzBUlS6jj7xEwREREpfPa8B7ibOUZ3648//uC7777j559/ZvHixZhMJk6fPs3Ro0dzzUn6u1vnJIk1BUkiIiIiIk4qMTGRTp06WRZjAIiMjGTjxo3FWCvnpzlJIiIiIiJOKjExkZCQEKu0QYMG8cknn3D9+vUClxsVFUXz5s0t//744497rapTUU+SiIiIiIiT2rp1a660pk2bkpqamu9569aty/NYdHQ00dHReR4fNWrU3VfQSaknSURERERE5BbqSRIRERERcVIZGRn06NGDOnXqYDAYMJlMPPjgg0RHRxMUFMSGDRuoXr26JX/Hjh3ZsGEDWVlZlvNudetCD4sWLcLDw4Pw8HAAzp8/T2RkJL/99hve3t689dZbVKxY0T4NtTMFSSIiIiIidpSWlmZT/juthle7dm2r4GbhwoUsXbr0juX+/bybrly5wty5c0lMTGTkyJGW9EWLFvH0008zePBg3n//fRYvXkxUVJQNLXEeCpJEREREROwoODjYpvzp6ek25ffz82Pt2rU2nXOrr7/+mho1ahAWFmaV/tVXX/Hqq68C0KtXL5577jkFSSIiIiIi4tiMRiNbt26ladOmHD16lLCwMFxdXS3HT58+bfn/yZMnLZvNAgwdOpRevXrRtWtXunbtSmxsrFXZmZmZVK1aFYCqVauSmZlZxK0pPgqSRERERETsKD4+vlDLuxnsGAwGjEYjTz75JGFhYWzcuJHVq1fnmpN0U17D7fJiNput/nZxKblrwBVZkBQ6Y0eex+y5o7HI3+n1JyIiIsXpTnOMbGVrsFNQXl5enDt3jipVqlj1KpVERRYk6UZURERERKTkaNeuHYmJiQwZMoRPPvmEtm3bFneVikzJ7SMTEREREZFC8/rrr/P111/Ts2dPvvzyS15//fXirlKRMZj/PrjQRoGRt+/aK209SfkNL8xPaXucRESkdMjre1Hfe2KLgt5fFba8XrcFnV5S2bPSPddJipYWbpBSR/PlRESKnj5PRcSZOVyQ5Ai/PBXkJlpfBuKoSmJQWBLbJCIijqsgPVr5nfNpTFCex2x17tw55s6dy+HDhzGZTNSrV49p06Zx3333kZKSwpIlS7h06RImk4mQkBBCQ0OBG6vcPf/88wwbNsxSVvfu3Xnvvfd44IEHAPjmm28sq+Q1adLE6rqXL1/m+eef5/3337daPa+kcLggyRFucByhDiKFpSS+nktim0REpPRIS0uzKX9eq+GZTCbCw8MZPHgw0dHRACxZsoRx48bx2muvMXv2bFasWEGtWrW4ePEigwcPpmrVqvTs2ROAd999l+7du+Pj43Pb8hMSEujSpUuuIOnIkSNERUVx4sQJm9rhTIpsTlJ+dIPzfwp7rG1BHtuC1EHPoYiIiBSnwh5VYM/5T0e3vGFT/vT09Num79mzh9WrV7Ny5UpLWnZ2NsnJyXzxxRd06tSJgIAAq3KMRiOPPfYYHTt2pHfv3uzdu5e1a9cC1j1JV69epX379mzcuJG+ffuyc+dOKlSoAMCsWbPo0qULEyZMYMOGDepJuh3dLIvYTsPFRERE7o2+L28EPfXr17dKc3NzIyAggGXLljFy5EirY76+vlZ/h4SEkJKSwqZNm+jbt6/VseTkZJo2bYqPjw8NGzYkKSmJfv36ATB58uQiaI1juecgyRHmEMn/cZRVYERERETk9uLj4wulHIPBgLu7u83Hbs0za9YsBg8eTPv27a2OJSQk0KtXLwB69uzJpk2bLEFSaVBkc5L0S/ndKezHQkGScyip74GC/GiizwoRkZJDn+l3J685RrZq0KABq1evtkozGo1ERETg4+PDoUOH8Pb2thzbtWsXhw8fZsSIEZa0unXr8vzzzzN79mxL2h9//MF3333Hzz//zOLFizGZTJw+fZqjR49Sr169Qqm7o3O4hRvk3pTEDyB94DqPgjwfeg5FREoOR1+NuKRp0aIF8+bNIykpiZ49e5KTk0NsbCwmk4lXXnmFiRMn0qxZM+6//34yMzOJiYlh+PDhucoZNmwYvXv3JiMjA4DExEQ6derEO++8Y8kTGRnJxo0bmTRpkt3aV5wUJJUw9upJKi0fPiIiIiKOytXVlbi4OGbOnMmyZcswGo00atSIBQsWULlyZV5//XUiIiIwGo2YTCZCQ0MtK9vdyt3dnTfffJMBAwYAN4KkvwdDgwYNIjw8nHHjxt1xGF9JoCBJRERERMRJ1ahRgyVLltz2WOfOnencufNtj+3YYf3D+hNPPMGPP/4IwNatW3Plb9q0KampqfmWUZIUWZCknoa7U9gLXzj6kpcFodfS/9Fy7SIiUpo4+j2KlFxaAryYaeEGKe00plxEpORwhP0fS5MJEyZw+PBhrl69ytmzZy2LNMyaNYvPP/+cjz76iK+++oqyZcsCkJqayogRI6wWc/jHP/7Bu+++S0pKCvPmzcNkMlG7dm2io6OpXLlysbTLERTZZrJ6UTsP9U44Dz1XIiJSmtjzhzR7/tA8a9BDNuW/02p4qamprFixwrKprNlspmvXrtStW5eAgAACAwNvm++mnJwcOnbsyNq1a3nwwQd5++23uXbtGuPHj7epniWJ5iSJiIiIiNhRcHCwTfnT09Ntyv/tt99SpUoVnn32WdavX28JkvKSlZXFG2+8wYMPPgjc2HR2+/btNl2zpNFwOxERERFxSLrPLJiEhAS6dOmCv78/EyZM4MSJE/j4+ACwf/9+goKCLHknTJhAy5YtLaveZWVl8e677zJ06NBiqbujUE+SiIiIiIgdxcfHF1nZ165dIzk5mcTERMqVK0eHDh3YtGkTkZGRADRv3jzXcLubrl69yqhRo/D19b3tUuGliYIkERERERE7utMco3vx2WefkZWVxaBBg4AbQZOLiwuvvfZavudduHCBl19+mUaNGjFlypQiq5+zUJAkIiIiIlJCJCQkEBUVRWhoKAAmk4lOnTqxc+dOKlWqlOd5o0ePpkWLFowdO9ZeVXVoLsVdARERERERuXd//vknBw4csJpz5OrqSv/+/fMd4rd//36+/vprdu3aRVBQEEFBQUydOtUeVXZY6kkSEREREXFifn5++Pn5AfD//t//y3U8PDyc8PBwS96/a968uc0r6JV06kkSERERERG5xT33JOW18ZaWbBQRERERKVoZGRn06NGDOnXqWKV7enpy+vRpypUrh8lk4oEHHiA6Opr77ruPyMhIqlSpwuTJkwHIzMwkODiY5cuXk5SURNmyZS09TzdlZWXx5ptv8v333wMwa9YsGjdubJ9GFgMNtxMRERERsaO0tDSb8t9pNbzatWuTmJholTZw4EDmzp1Ls2bNAIiJiWHFihW88cYbTJs2jV69etGlSxf8/PyYMGECL774InXr1s3zGnFxcRgMBhITE/nmm2+YNWsWGzZssKkdzkRBkoiIiIiIHQUHB9uU/17nC5nNZi5fvoy3tzdwo5dp1qxZTJo0iQEDBmAwGOjfv3++ZSQnJ7Ns2TIAWrduTfXq1e+pTo5OQZKIiIiIiBM7efKk1Yp2Q4cOBWD8+PGUK1eOc+fOYTab2bx5syVP27ZtadmyJYsXL+azzz67q2vs2rWLrVu34ubmZhmqV1IpSBJxIprrJyIipUlec9/Bub8T81uOuyBuN9xu48aNVsPt1q5dy7hx41izZg0A169f59ChQ5QrV460tDQ6dOiQ7zWys7O5cOECH330ESkpKbz22mts27atUNvhSO45SHLmF6iIiIiIOK6Sep95pzlGReHZZ5/lrbfesvz91ltv0ahRI3r16kVkZCSffPIJVapUyfP8atWq0aNHDwBatWrFhQsXuHz5MhUrVizyuhcHLQEuIiIiIlLCpaam0rBhQwC++eYbvvjiCyZMmECLFi3o2rUrM2bMyPd8f39/tm7dCsDBgwepVKkSFSpUKPJ6FxcNtxMRERERKYFuzklydXWlbNmyzJgxg3PnzjFhwgQWLFhgCXLGjh1LUFCQJQh65513LIs0AKxatYpx48YxdepUAgICKFOmDIsXL8ZgMBRLu+zBYDabzfdSwIWLlwqrLlJM8hvvm5eS2v0tIiIipVNB7ocK6tOYoDtnkmKlzWRFRERERERuoTlJIiIiIiJOKjU11bLk999t3LiRxx57jNOnTwOwfv16goKCCAoKon79+pb/f/jhh5jNZhYuXEhgYCCBgYG88MILuTa9PXr0KM8++2yRt8kRaE6SiIiIiIgd/T34uJOCroaXkJBAhw4d+Pjjjxk+fDgDBgxgwIABADRu3Nhq2fCtW7fy888/k5CQgKurKwcOHGDkyJHs2rULV1dXkpKSiI6OxsPDo0B1cTYKkkoYe46nFfsrifPHSuoeGCIiInkJDg62KX96errN18jIyODEiRNERUUxevRohg0blu9CC3/++SfXr1/n+vXrlC9fnmbNmjFnzhxMJhOurq588sknzJ8/n2nTptlcF2fkcEGS5jiJlC56b4uIiBS+hIQEOnfuTOPGjTEYDPznP/+hVatWeebv3bs3SUlJtGrViieffJK2bdvSp08f3N3dAYiLiyMjI8Ne1S92Dhck6Ybp3uT1+KmHSURERMQxxMfHF/k1Pv30U2bOnAlAjx492LhxY75B0n333Ud8fDzff/89X3/9NVu3bmXt2rUkJiZSqVKlIq+vo3G4IEnujYKhkk0/IoiISGlS0PsaR/++LOgco7u1b98+fv31V6KiojAYDGRnZ3P+/HnOnTtHlSpVbnvOqlWraNOmDY0bN6Zx48YMHz6cF154ge+++46OHR378SwK9xwkOfqLUERERESck+4zCyYhIYHBgwczfvx4S1pISAiJiYkMGTLktudcunSJhQsX8tZbb+Hh4cHZs2c5d+4cjzzyiJ1q7VjUkyQiIiIi4sRSUlJo3rw5ADk5OVy7do3t27db5Rk0aBBLlizJM0h65ZVXiImJITAwkLJly+Lu7k5kZCQPPvhgUVffIRnMZrP5Xgq4cPFSYdVFCoG9htvplx0REREpSew5ZeHTmCC7XUsKRpvJioiIiIiI3EJBkoiIiIiIkzp37hxRUVH06tWLgIAARo8ezfnz54mNjWXFihVWeVesWEFsbCwAHTt25M8//7xtmUajkUGDBnHgwIGirr7D0pwkERERERE7SktLsyl/XqvhmUwmwsPDGTx4MNHR0QAsWbKEcePG0aRJkwLV7eaqeN9//32Bzi8pFCSJiIiIiNhRcHCwTfnT09Nvm56SkoKnpyfPPPOMJS08PJzk5GSOHTtWoLolJiYycOBA1q9fX6DzSwoNtxMRERERcULp6enUr1/fKs3NzY2AgAAMBkOByoyIiKB79+6FUT2npp4kERERERE7io+PL5RyDAYD7u7ueR77O7PZXODgqbRRkCQiIiIiYkd5zTGyVYMGDVi9erVVmtFoJCIigtatW3P69GmrY5mZmXh7exfKtUs6DbcTEREREXFCLVq04M8//yQpKQm4sZFsbGwsJpOJFi1a8MUXX3DhwgXgRoC0Y8cO/Pz8irPKTkM9SSIiIiIiTsjV1ZW4uDhmzpzJsmXLMBqNNGrUiAULFlC5cmVefPFFBg4cCNwYajdy5EgeffRRy/ldunSxDL/z9vbmk08+KZZ2OCKD2Ww230sBFy5eKqy6SCGw127RH0zraJfrSMmX32tWrzMREbEXe91DAXwaE2S3a0nBaLidiIiIiIjILe55uF1eUbd+ARaRu6HPChERkYI7d+4cc+fO5fDhw5hMJurVq8e0adNYt24dGzZswMvLi5ycHNzc3Bg1ahQdOnQAoGPHjmzYsIHq1asDMH36dI4fP05cXBzlypUD4I033sDf35+AgAAANmzYwJIlS6hSpQoAISEhvPDCC8XQ6qKnOUkiIiIiIk7IZDIRHh7O4MGDiY6OBmDJkiWMGzeOJk2aMGjQIMLDwwH47bffCA0N5f7778+1t9LcuXP5+eefWb58OeXKlSMzM5OpU6eye/du/P39Lfl++OEH3nzzTau0kkpBkogUK81JEhGR0iYtLc2m/HktGZ6SkoKnpyfPPPOMJS08PJzk5GSOHTtmlbdWrVqEhoby8ccfM3HiREt6bGwshw4dYsWKFZYepG3bttG6dWsqVqxoVcahQ4f47bffWLBgAU899RRRUVF57tPk7BQkiYiIiIjYUXBwsE3509PT80z/e6+Qm5sbAQEBxMbG5spft25dUlJSLH+vWrWKVatWsXz5csqXL29J79+/PwAHDx60Or9GjRqMHDmSBg0aMHHiRFasWEFERIRNbXEWDhckaY6TSOmi97aIiEjBGAwGm3tyypYta/l/WloaixYtYsaMGTz++ON4enrme+6yZcss/x8yZAjTp09XkGQvumG6NwV5/Oy55KWI5K0g70V9ZopISVZSh2THx8cXSjkNGjRg9erVVmlGo5GIiAgefvhhq4AI4OjRo9SpU8fy94IFC6hVqxZ79uxhxowZxMTE5Hmt8+fPs2XLFkJDQ4Eb86HKlHG4UKLQlNyWiTipkvqFICIiUpic+fsyrzlGtmrRogXz5s0jKSmJnj17kpOTQ2xsLCaTCQ8PD6u8v/76K/Hx8bz33nuWNDc3NwAmTJhAYGAgn376KYGBgbe9VoUKFYiLi+Opp57C19eXDz/8kM6dOxdKOxyRwwVJjjDczpnfdOL89BorvfTci4jcPX1mgqurK3FxccycOZNly5ZhNBpp1KgRCxYsYO3ataxdu5atW7fi4uKCm5sbkydPxsfHJ1c5FStWZM6cObz22ms88cQT1KpVK1ceNzc35s+fzxtvvMG1a9d44oknGDhwoD2aWSwcLkgS+9OHjIiIiIhzqlGjBkuWLMmVPmrUKEaNGpXneTt2WHcKtGrVim+//dYq7eay4rfmSUxMvIfaOo8iC5I0z+XuFPbjpIDH+ZXEnkxnbpMz111EpCRzhM9nfQ+UXEUWJBX0ReMIwZUjvOAdoQ4ihUWvZxERKQhH+f5wlHrczoULF4iOjmbv3r2UL1+eWrVqMWHCBHx8fMjJyWH58uUkJCTg7u5OhQoViIiIoG3btgBERUXx7bffUqlSJUt5999/P3FxccTGxrJhwwa8vLwwGAwYjUb69u3LkCFDiqml9qXhdrfhCL9M5MfR6yciIiJSGBzlnscR5sznZfTo0bRv3545c+ZgMBj4+uuvefHFF9m0aRMfffQRP/30E//617/w8PDg119/ZdiwYUyfPp0WLVoAEBkZSUBAwG3LHjRoEOHh4QBkZWURGBhImzZtePTRR+3WvuLicMPtHOHF5gh1kNJLrz/HoudDpHA5yk2vOD9nfi2lpaXZlD+v1fD27t2LwWBg0KBBlrQ2bdrQrVs31q9fz4YNG/j8888tS4F7e3szfvx4li9fbgmS7lbZsmVp0qQJP/30k4IkKXoFeRM7+htf7o0zf+jnpSS2SUQKRu95KSzO/FoKDg62KX96evpt048ePUqTJk1ypT/11FP861//4sEHH8y1V9KTTz5JVFSU5e+YmBhWrFhh+TsgIMDSe3SrU6dOsX//fl577TWb6u6sFCQVs4J03+qGU0RERESuXr2KyWTKlZ6dnc25c+due8xoNFr9nd9wu5tLiJvNZtzd3Rk9ejTe3t6FU3kHpyDJCSkQEhEREbGfwr73io+PL5RyGjVqdNvlv/fv34+fnx8fffQRly9fpmLFilbHHnvssbsq/9Y5SaWNgiQRERERETvKa46Rrfz8/Fi8eDGrV68mLCwMgD179rB9+3Y2bdqEyWRiypQpzJkzh/Lly/PLL78wd+5cZsyYUSjXL8kUJDkoZ174Qu7MEZa6FxERkbvjqKvbGQwG4uLimD9/Pt27d8dgMPDggw+ycuVKqlatyquvvsrq1avp168fAB4eHkRFRVkt2vD3OUkAGzZssGs7HJGCJAdV0DlJ4vyK+wO3KJTENomIiBT0nuzTmKBCq0PFihXz7BkyGAy8+OKLvPjii7c9Hh0dnWe5o0aNKpT6OSuX4q6AiIiIiIiII1FPUjFzhCXAC/IriHoG7k1BHz89VyIiInKrjIwMevToQZ06dQC4du0anTp14vXXX2fLli3MnTuXmjVrYjabMZvNhIWF0adPH3Jychg4cCBdunRhyJAhAPz000+8/PLLxMfH4+XlBcDGjRv5/vvvmTlzpuWaR48eZfz48fzrX/+ye3vtRUGSiBNRwCMiIiJ/V7t2bRITE4EbS3xPmTKFt99+m7p169KtWzdLgHP+/HmGDBmCl5cX/v7+REdHExwczNNPP80DDzzA2LFjmTp1Kl5eXmRnZ7N06VLef/99AgMDLddKSkoiOjoaDw+PYmmrvShIEt14i4iIiBRAQe+h0tLSbMpvy2p4ZcqUYezYsQQEBDBu3DirY/fddx8jRowgPj4ef39/vL29GT16NBMnTuTxxx/n8ccfx9/fH4BDhw5x+fJlxo4da7WZ7SeffML8+fOZNm2aTW1wNgqSRERERETsKDg42Kb8twYpd8PLywsXFxcyMzNzHXvkkUf4+eefreqybds2kpOT2bp1qyW9efPmNG/enI8//tjq/Li4ODIyMmyqjzNSkCQOL795OOoFExERKZ0c4f7AkVccNhgMlC1b9rbHbk0/f/48v/zyC1evXuXYsWM0bNjQXlV0aAqSxOEpEBIREZGSJD4+vkjLP3PmDC4uLlSsWDHXsfT0dMsiDwBTp07lueee4/7772f8+PFs3rwZd3f3Iq2fM1CQJCIiIiJiR7bMMbLV9evXiYmJISQkJNexs2fP8u677zJx4kTgxsp1v//+OwsXLsTV1ZVt27bx9ttv55rLVBopSCpmjrqDs4iIiIgj073S/zl58iRBQUEYDAZMJhPt2rVj+PDhJCYmsn37dtLS0nBxccFgMDB48GCeeuopTpw4wcKFC/n//r//D1dXVwDefPNNevXqRceOHXniiSeKuVXFy2A2m833UkBgZKLN5+hFLSIiIiJ3Ys95R/acX/RpTJDdriUFUyw9SY4w0U5EREREROR2NNxORERERMRJZWRk0KNHD6vFGADGjBmDn58fb731Fv/5z38wm83UrFmTadOmcf/999OnTx/gxiIPBoMBLy8vABITE9m6dStxcXEAPPbYY8ycObPULeagIElERERExInVrl2bxMTcU2AiIiJo2rQpCQkJuLi4kJCQwPDhw/nkk08s+WNjYylbtizh4eEAZGZmsmDBAj7++GPuu+8+oqKi2LhxIwMGDLBrm4qbgiQRERERETtKS0uzKX9BVsM7fvw4//vf/1i8eLElrXfv3ri7u5OdnZ3nHkpms5np06dTpUoVAOrVq8epU6dsvr6zU5AkIiIiImJHwcHBNuVPT0/P9/jN1e1uNWLECOrXr58rb8+ePfMty8vLC39/f+BGr9L69euJiYmxqb4lgYIkEREREREndrvhdtu3b7+neUSZmZm89NJLPPfcczRv3vxeq+h0FCSJiIiIiNhRfHx8kV+jYcOGvPPOO7nSIyMjGT16NA888ECe5548eZIXX3yR5557zjJXqbRRkCQiIiIiYkcFmWNkK29vb7y9vVm1ahVhYWEYDAY2bNjA0aNHqVWrVp7nZWdnEx4ezpAhQ3jhhReKvJ6OSkGSiIiIiDgde27+6uj7eN5uTtKzzz7LggULmDVrFoGBgZjNZry9vVm+fDkuLi55lrV9+3aOHz/ORx99xEcffQRAly5diIiIKNI2OBqD2Ww230sBgZG5lxu8E0d/oYkUp5K42XJJbJOIiEhBVfasVNxVkDsolp4k3TCJiIiIyJ3onlGKS959bSIiIiIiIqWQ5iSJOJiS+MtYSWxTfgo6Tr60PU4iInJvJkyYwOHDh7l69Spnz57F29sbgFmzZvH555/z0Ucf8dVXX1ltHLtmzRo2b94MgJubG6+++qplXySAP/74gxdeeIEdO258l2VkZNCjRw/q1KkDQE5ODtevX2fMmDF069aNixcvEhUVRUZGBi4uLowfP55WrVrZ6yEoMgqSREQKmYIdEZGiV9hD8ew5tC8tLc2m/HmthvfPf/4TgNTUVFasWMHKlSsBMJvNjBkzhubNm5OcnExgYCAABw4cICkpiU2bNuHu7s6JEycICQkhKSmJKlWqkJKSwowZM/jzzz+trvP3fZiOHDnC0KFD6datG0uXLqVx48YsXbqUn376icGDB/PVV19hMBhsaqOjUZAkIiIiIk6nsAMXe/7AFRwcbFP+9PR0m/J/++23VKlShWeffZb169dbgqQzZ85gNBq5evUq7u7u+Pj48Pbbb1OmzI2QYPPmzSxatIh+/frlW35GRgaenp4AtG7dmgYNGgDg4+NDVlYW165do3z58jbV2dEoSBIRERERKUESEhLo0qUL/v7+TJgwgRMnTuDj48PTTz/Npk2baNu2Lc2bN6d169b06dOHSpVurLa3YMGC25Z3c4nxa9eucf78eVq2bMmSJUsAePrppy35Vq9eTZMmTZw+QAIFSSIiIiIidhUfH19kZV+7do3k5GQSExMpV64cHTp0YNOmTURGRuLu7k5cXBz/+9//2L17N7t27WL16tV8/PHHPPDAA3mWeXO4XXZ2NuPHj6dSpUrUrVvXKs+GDRv48MMPWb9+fZG1zZ4UJImIiIiI2FFec4wKw2effUZWVhaDBg0CbgRNLi4uvPbaa3z66afcf//9tGzZkkceeYSwsDAiIyP58ssvGThw4B3LdnNzY/r06XTt2pXOnTvTrl07AOLi4khMTGTdunXUrFmzyNpmT1oCXERERESkhEhISCAqKoodO3awY8cOdu/eTZkyZdi5cycmk4mYmBgyMzMBuHLlCidPnsTX1/euy/f09OSVV15h/vz55OTk8Mknn7BlyxbWr19PrVq1iqpZdqeeJBERERGREuDPP//kwIEDLFq0yJLm6upK//79iY+PZ8WKFZw9e5aQkBDKlCmDi4sLoaGhtGjRwqbrhISEsGbNGrZs2cKSJUu4du0aYWFhluOrVq3Cy8ursJpVLAxms9l8LwUERibeOZMNtHSuiIiIiIB9l+W2p8qelYq7CnIHGm4nIiIiIiJyCw23ExERERFxUhkZGfTo0YM6deoAkJOTw/Xr1xkzZgyHDx/m6NGjLFu2DICsrCz69evHhAkTcHFxYcSIEXh7e1vK+sc//sG7777LwIEDOX36NOXKlQNuDNkbO3YsrVu3JiMjg/Hjx3Pp0iW8vLyYN28e1atXt3/Di5iCJBERERERO0pLS7Mp/51Ww7u5RPdNR44cYejQoezatYt+/fqRkJBA7969iY6Opl27drRq1YrU1FSaN2/OypUrb1vm3LlzadasGQDHjx9nwIAB7NmzhwULFhAcHExQUBAffvghMTExREdH29QeZ6AgSURERETEjoKDg23Kn56eblP+jIwMPD09cXNzY968eYSFhWEymUhLS2PDhg02lQXw0EMP4erqyvnz53nrrbcAMJvN/P7773h6etpcnjNQkCQiIiIi4sROnjxJUFAQ165d4/z587Rs2ZIlS5YAUK9ePUJDQ5k8eTJbtmzBzc3Nct7+/fsJCgqy/D1hwgRatmyZq/yUlBTKly9PlSpVADAajXTo0IG//vqLDz74oIhbVzwUJImIiIiI2FF8fHyhlndzuF12djbjx4+nUqVK1K1b13J8//79VK1alf/85z9W6fkNtxs/fjzlypUjJyeHatWqWXqQAMqUKcPu3bvZvXs3I0eO5PPPP8dgMBRqm4qbgiQRERERKfXsudz4neYYFZSbmxvTp0+na9eudO7cmXbt2rFu3TqMRiNr166lf//+tGnThoceeuiOZd06J+lWX3zxBW3btqVs2bK0a9eOK1eucOXKFSpWrFj4DSpGCpLE4ZXUPRJERESk4Ar7/qCk3FN4enryyiuvMH/+fGrWrMny5cvZtGkTNWvWZNiwYURFRbF+/foCl79p0ybOnj1LcHAw//nPf/jHP/5R4gIkUJAkTqCkfGiJiIiI2ENISAjvv/8+I0eO5I033qBmzZoADBkyhM8//5yVK1cWuDdr8uTJlkCrUqVKLFy4sDCr7jAMZrPZfC8FBEYm3jmTDXRDLCIiIiKQf29Rfhz9frKyZ6XiroLcgUtxV0BERERERMSRaLidiIiIiIiTaty4Md9//z0AV65cYeHChezevRsXFxfKli3L66+/Tvv27QHo2LEjHh4euLq6Ws6fNWsWPj4+REVFkZGRgYuLC+PHj6dVq1bF0RyHoSBJRERERMSO0tLSbMp/t/OHIiIieOKJJ0hKSsLV1ZVjx44RHh6Ot7e3Zenv1atXU716davzoqOjady4MUuXLuWnn35i8ODBfPXVVyVuWW9bKEgSEREREbGj4OBgm/Knp6ffMc++ffu4fPkyERERlrS6desydepUsrOz8z23devWNGjQAAAfHx+ysrK4du0a5cuXt6meJYmCJBERERERJ3fw4EGefPLJXOn+/v5Wf4eFhVmG2/n5+TFx4kSefvppy/HVq1fTpEmTUh0ggYIkERERERG7io+PL/Qyc3JyrP5esGABu3fv5tq1a3Tu3Jlx48YBtx9ud9OGDRv48MMP72kfpZJCQVIh0Yandyevx6mwHyM9HyIiIiVbft/nBbnfKMhy4wW9pyjoHkX5ady4MTExMZa/x44dy9ixY/n44485cODAHc+Pi4sjMTGRdevWWfZVKs0UJImIiIhIqefsP6I++eSTlC9fnmXLlvHSSy/h5ubGpUuXSE1NxcPDI99zP/nkE7Zs2cL69eupWrWqnWrs2BQkiYiIiIg4OYPBwNKlS3nnnXd47rnnMJlMmEwmunfvzksvvZTvuUuWLOHatWuEhYVZ0latWoWXl1dRV9thKUgSEREREXFSN/dIAihfvjzjx4/PM++OHbcfUrh9+/ZCr5ezcynuCoiIiIiIiDgS9SQVEmcfx2ovepzsT4tYlGx6fkVESrfU1FQGDRrE5MmTGThwoCV9zZo1zJkzhz179pCVlUV0dDS//vor2dnZtGjRgokTJ+Lu7s7AgQM5duwYu3fvtiwNbjKZaNOmDV27dmXmzJmWMr/88kvmzZvHv//9b7u3094UJIkUIXut5pcfrRxYsukxFxEpHPb8fktLS7Mp/51Ww6tRowbJyclWQdIXX3yBp6cnRqOR8PBwpkyZQqtWrTCZTEyfPp05c+Ywffp0AMqUKcPevXvx8/MD4Ntvv8VgMFhd49y5cyxYsACz2WxT3Z2VwXyPLb1w8VJh1UVEnJwjBIUiIqWVPZewLokK8vgV1NEtb9iUPz09Pc9jqamprFixglOnTrFu3Tq8vLz4448/mDx5MseOHaNPnz6cPn3aqkfo/Pnz7N+/nw4dOjBw4EB8fX0xm81MmTIFgKlTp1ry3jxvzJgxPP3008TFxbFt2zab6u+M1JMkIiIWuskScV56L5ZunTt35vPPP+f5558nOTmZbt26sXTpUk6dOsVjjz1mlfe+++6jQ4cOlr87dOjAtGnTmDx5Mjk5Ofzwww/079/f0uO1ZcsWqlevzpNPPmnXNhUnBUkiIiIiInYUHx9f6GV269aNmJgYnn/+eT7//HPeeecdli5disFgwN3dPd9zK1SowCOPPML+/fvJysqiRYsWluF2f/zxB+vWrWPNmjWcOXOm0OvtqO45SNLwmntT2DtC63F3DiX1OXTWupfU56MgSlt75c70/pDiVFJff3eaY1QQjz32GCdPnuS///0v5cuXp3LlygA88MAD/PDDD/Tt29eSNzMzk6lTpxIbG2tJ6969O8nJyfz1118899xz/O9//wPgq6++IjMzk+eff57s7GxOnjzJyy+/zLvvvlvobXAk9xwkOfML1JHZc1ysiIhIXvQ9L8VJrz/bdOrUicmTJ/P8889b0oKCghg8eDDfffcdTz31FNevX2fevHlUq1bNanGGjh07EhcXh6enJ02aNLEESf369aNfv34AZGRk8NJLL5X4AAk03M5hFbQnSURspy9hEREpCbp3787atWvp3LmzJa1MmTIsXbqU2bNnk5mZSVZWFm3btuWNN6wXj/D09MTb25tHH33U3tV2SFrdrphpuF3ppOfQsej5EBERe/4I/WlMkN2uJQXjUtwVEBERERERcSQOt3CDIywE4Qi/KmtInYj9qLdIRMQxOcI9WX4coQ6pqamMGDECb29vzGYzJpOJESNG8Mwzz1C/fn18fX0BMJvNXL16lbCwMAYMGJDrvOzsbPr06cPLL7/MqVOnGD58OACnTp2iYsWKVKpUiX/84x+lYj4SaE6SSLFwhA9VERERKR439x+6W3daDa958+asXLkSgHPnztG1a1f8/f1xc3MjMTHRku+PP/4gICCAoKCgXOf99ddfREREUKFCBfr37285Lyoqinbt2hEQEGBTnZ2dw61u5wg3j45QBynZHP2XMRGR4qDNjOXvSurzGxwcbFP+9PT0u8579epVKlSoQNmyZXMdO336NK6urrfdN6l8+fKMHj2ayZMn079/f5vqVxKpJ8lBaXU7EftR0CriGPR+EymY/fv3ExQURE5ODsePH2fYsGG4u7uTnZ1NUFAQ169fJzMzk8aNGxMXF5fn5rKPPPIIP//8s51r75gUJDkoBUIiIiIiJVN8fHyhlnfrsLnMzEz69++Pn5+fZbid2Wxm3rx5HDt2jGbNmuVb1u16oEojh1u4QW5QT1LJpveHY9HzISIi9nSnOUb3omrVqjz99NNW854MBgNjxoyhV69ebNiwgZCQkNuee/ToUerUqVNkdXMmDjcnSURERERECub69evs27ePyMhIq3Q3NzfGjh3L1KlT6dWrV67zLl++zNtvv51nAFXaaLidiIiIiIgTuzknycXFBaPRSOfOnWnVqlWufJ06deK9995jzZo1PP7445bzDAYDZrOZwMBAevfubf8GOCAFSSIiIiIiTsrPz499+/bd9tj333+fK+3DDz+0/D+v824VHR1d8Mo5MZfiroCIiIiIiIgjUU+SiIiIiIgTmjBhAocPH+bq1aucPXsWb29vAGrWrMl///tfKlWqRE5ODhUrVmTcuHE8/vjjAHTs2BEPDw9cXV2BG/ORnnnmGUaPHk1qaiorVqywrJb3xx9/MHDgQIYOHUqbNm146aWX2LZtm6UOGRkZudJKAgVJIiIiIiJ2dOvKc3cjr9Xw/vnPfwLkCmyioqKIjIwkICAAgCNHjhAeHs6//vUvqlWrBsDq1aupXr068H9B0t8XdMjMzOTFF18kLCyM559/noyMDJvq7cwUJImIiIiI2FFwcLBN+dPT0+/peg0aNKBr165s3bqVwYMH5zp+7tw5rl+/joeHhyXt4sWLDB06lP79+/PCCy/c0/WdkYIkB6W9kESkqOT3+aJtHURESqa6dety9OhRy99hYWEAnD17locffpjZs2dz//3388svv3D16lVefvllzp07x3PPPWdVzsmTJwkKCrL8nZ2dbZ8G2JmCJBGRUkaBkIhI8YqPjy+W65YtW9by/5vD7datW8fmzZtp3bq15di+ffuYMGECBw4cYP78+UyZMsVyrHbt2iQmJlr+vjknqaRRkCQiIiIiYkd5zTEqSkePHqVBgwa50gcOHMiOHTtYvHixZQNaPz8/hgwZwrlz5wgMDKR9+/a0a9fO3lUuVloCXERERESkBDt06BC7du2iZ8+etz3+xhtvsG7dOn7//XcA3NzcAKhSpQrTp09nwoQJnDt3zm71dQQKkkRERERESpiYmBiCgoJ49tlniY6OZtGiRVSqVOm2eRs0aECnTp1YvHhxrmOdO3emdevWTJ06tair7FAMZrPZfC8FXLh4qbDqUioV9gINmmsgIiIiYruC3JMV9L6rsuftgxVxHOpJEhERERERuYUWbhARERERcVKpqamMGDECb29vzGYzJpOJESNG8N///pedO3eSnZ3Nr7/+Sp06dQB49dVX+eyzz/j222+pVKkSOTk53HfffURHR1O7dm0+/vhj5s6dS82aNTGbzZjNZsLCwujTp4/VdRctWoSHhwfh4eHAjb2cJk+eTFZWFrVq1WLBggVUrFjR7o9HYVGQJCIiIiJiR2lpaTblv9NqeM2bN2flypXAjY1hu3btyo4dOxg9erRlie5bl+3+7LPPiIyMJCAgAICPPvqIefPm8fbbbwPQrVs3Zs6cCcD58+cZMmQIXl5e+Pv7c+XKFebOnUtiYiIjR460lBkdHU1ERAT+/v5ER0ezZs0aq+PORkGSiIiIiIgdBQcH25Q/PT39rvNevXqVChUqWO2JdCeXLl2iWrVqtz123333MWLECOLj4/H39+frr7+mRo0als1obzKZTFy6dMlSh7zKcxYKkkREREREnNj+/fsJCgoiJyeH48ePM2zYMNzd3fM9JyYmhhUrVnD58mUyMzPZsGFDnnkfeeQRfv75ZwC6du1K165diY2NtcozduxYBg8eTHR0NB4eHowdO/beG1aMFCSJiIiIiNhRfHx8oZZ363C7zMxM+vfvj5+fH0899VSe59w63O7zzz8nIiKCbdu25Zk/v54ps9nM9OnTWbJkCa1bt+b9999n8uTJvPPOOwVsUfFTkCQiIiIiYkd3mmN0L6pWrcrTTz9NWlpavkHSrTp37szEiRM5f/78bY+np6dbFn64nczMTM6cOUPr1q2BG8MJly1bZnPdHYmWABcRERERKSGuX7/Ovn37eOyxx+76nMOHD+Ph4UHVqlVzHTt79izvvvsuISEheZ5/87ybC1Ls3LmThg0b2lhzx6KeJBERERERJ3ZzTpKLiwtGo5HOnTvTqlWrfM+5OSfJ1dUVg8HA/PnzLce2b99OWloaLi4uGAwGBg8enG+vlMFg4J133mHGjBlkZ2fj5eXFm2++WWjtKw4Gs9lsvpcCLly8VFh1KZUKsrtzfgq687OIiIhIaVaQe7KC3ndV9qxUoPPEfjTcTkRERERE5BYabiciIiIi4oQmTJjA4cOHuXr1KmfPnsXb2xuAmjVr8t///pdKlSphMBi4cuUKjz76KAsWLMDDw4OBAwcSGRlJtWrV6NSpE2FhYURFRVnK/fzzzxk5ciQbNmzg+PHjrF692nLsxIkTjBo1iqFDhxISEsKVK1dwcbnR77JixQqys7Pp0aMHderUwWAwYDKZePDBB4mOjqZSJefpQVOQJCIiIiJiRzcXOLhbea2G989//hOA1NRUVqxYYVkGPCoqymqJ75ycHF599VUSEhLo37+/VRleXl7s2LHDKkjavn27ZTGG3r1707t3bwAOHjzIlClTGDBgACaTidOnT7Njh/UwxYyMDGrXrk1iYqIlbeHChSxdupTx48fb1O7ipCBJRERERMSOgoODbcqfnp5+T9f766+/OHv2LJUrV851zNPTk1q1anHo0CEaNWrE9evXOX78OI888ohVPrPZzMyZM5k0aRLlypWz1GnAgAFcuXKF4cOH071799te38/Pj7Vr195TG+xNQZKIiIiISAkTExPD8uXLyczMxNPTk759+9KzZ8/b5u3WrRvJyck0atSIPXv20LZtW/bu3WuV56uvvsLT05MWLVoAcOnSJVq1asXEiRO5cOECAwYMoEGDBri6ulqdZzQa2bp1a5HuDVUUFCSJFIP8VtDRCoUiIiIlW3x8fJFf4+Zwu4MHD/LKK6/Qvn17DAbDbfN26dKF0NBQxowZw7Zt23jppZdyBUkbNmxg4MCBlr+ffPJJnnzySQAqVKhA586dSUlJoW3btpw8eZKgoCAMBgNGo5Enn3ySsLCwomtsEVCQJCIiIiJiR/bsVWnSpAn9+/dn4sSJfPTRR7fNU7VqVapVq8b333/PL7/8Qr169ayOZ2VlcfDgQRYtWmRJS01NxdXV1RIo5eTkUKbMjdDi73OSnJGWABcRERERKcFefPFFfvvtN7Zv355nnm7dujFr1izatGmT61h6ejr16tXD3d3dknbx4kViYmLIzs7m7Nmz7Ny5k3bt2hVJ/YuDgiQRERERkRKsXLlyREREsGjRIkwm023zdO3alYMHD9KjR49cxzIyMqhRo4ZVWpcuXWjWrBlBQUEMGDCAsWPH5srjzAxms9l8LwVcuHipsOpSKhVkd+f8aD6Lc9CcJBEREcdSkHuygn5nV/Z0nv2CSiv1JImIiIiIiNxCQZKIiIiIiJPKyMigcePGBAUFERQURLdu3Zg3bx7Xr18nNjYWX1/fXPssjRw50mpPo5SUFEJDQwkKCuKZZ57hgw8+sMpvNBoZNGgQBw4csEeTHIJWtxMRERERsaO0tDSb8t9pNbxbV5MzGo1MmTKFt99+m3LlylGjRg2Sk5Px9fUF4MqVKxw+fJiyZcsCcOjQIWbPns2KFSuoVasWFy9eZPDgwVStWpWePXvy66+/EhUVxffff1+AljovBUkiIiIiInYUHBxsU/6/9wTlp0yZMowdO5aAgAD69+9Ply5d+Oyzzxg1ahSAZRW6b7/9FoDVq1czYsQIatWqBYCnpyfR0dEYjUYAEhMTGThwIOvXr7epzs5Ow+1EREREREoQLy8vXFxcyMzMpEaNGnh4ePDzzz8DsG3bNqsV7NLT06lfv77V+b6+vjz22GMAREREWA3NKy3UkyQiIiIiYkfx8fFFfg2DwWAZUtetWze2b9/OoEGDyMzMxNvb2yrfrfsfyQ0KkkRERERE7OhOc4zu1ZkzZ3BxcaFixYrAjSApIiKCBx98kPbt21vlbdCgAYcOHbIKnHbt2sXhw4cZMWJEkdbTkWm4nYiIiIhICXH9+nViYmIICQmxpNWqVQtXV1fWrFmTa+hcaGgoS5Ys4dSpUwBkZmYSExODj4+PXevtaNSTJCIiIiLixE6ePElQUBAGgwGTyUS7du0YPnw4S5cuteTp2rUr27dvx9vbm4yMDEt6kyZNeP3114mIiMBoNGIymQgNDaVnz57F0RSHYTCbzeZ7KeDCxUuFVZdSqSC7O+enoDs/i33l97zrORQREbG/gtyTFfQ7u7JnpQKdJ/aj4XYiIiIiIiK3uOfhdvaMukVKCr0HREREpDB98803hIWFsXHjRpo0aUJGRgY9evSgTp06mM1mjEYj/fr1IywsDIDGjRvnuUHs5cuXef7553n//fepXr26PZvhMIpsTpJuAkXyVtBhlnpfiYiIyO0kJCTQpUsXS5AEULt2bRITEwG4du0azzzzDO3ateORRx7Js5wjR44QFRXFiRMn7FJvR6WFG0SKgYIdERGR0istLc2m/HdaMvzq1avs3LmTjRs30rdvX6KionLl+euvv3BxcaFSpfznQ23evJmJEycyYcIEm+pY0hRZkFTQiel5nVfYN5WOMnFeN8t35ijPlYiIiDgOe94f5FVeQesQHBxs0/XT09PzPZ6cnEzTpk3x8fGhYcOGJCUl0apVK8uqdzk5OWRkZNC9e3dq1KiRb1mTJ0+2qW4llXqSxOEpEBIREZGiVpD7DUe5R0lISKBXr14A9OzZk02bNtGqVSur4XZXr15l6NChJCQk0Lt372KsrXPQnCQRERERETuKj48vtLL++OMPvvvuO37++WcWL16MyWTi9OnTXL161Sqfh4cH3bt3Jy0tTUHSXVBPkoiIiIiIHd1pjpEtEhMT6dSpE++8844lLTIykkWLFlnly8nJ4bvvvsPf37/Qrl2SKUgSEREREXFSiYmJTJo0ySpt0KBBhIeHc/78eYKCgjAYDJhMJpo3b06fPn0AuH79Os2bN7ec4+fnR1xcnF3r7sgUJImIiIiIOKmtW7fmSmvatCmpqan5nnenxSB27CjYdiUlhUtxV0BERERERMSRKEgSEREREXFS586dIyoqil69ehEQEMDo0aM5f/48sbGxtG3blqCgIAIDA+nTpw9ffvml5byOHTvy559/Wv6ePn06Q4YM4dq1awwcOJCpU6daXWfo0KFWvVOXL18mICDAqoxr164xZ84cevXqRWBgIC+//DIZGRlF2Pqio+F2IiIiIlLqFWTPo+Ley9FkMhEeHs7gwYOJjo4GYMmSJYwbN44mTZpY5iYB/Pbbb4SGhnL//fdTv359q3Lmzp3Lzz//zPLlyylXrhwA//rXv+jVqxdPPvlkruseOXKEqKgoTpw4YZU+duxYmjZtSkJCAi4uLiQkJDB8+HA++eQTXFycq29GQZKIiIiISAEUNBBKS0uzKX9eq+GlpKTg6enJM888Y0kLDw8nOTmZY8eOWeWtVasWoaGhfPzxx0ycONGSHhsby6FDh1ixYoUlQAJ4+eWXmTJlComJibi7u1uVtXnzZiZOnMiECRMsacePH+d///sfixcvtqT17t0bd3d3srOzKVu2rE1tLm4KkkRERERE7Cg4ONim/HktspCenp6rV8jNzY2AgABiY2Nz5a9bty4pKSmWv1etWsWqVatYvnw55cuXt8r79NNPc+LECZYtW8Zrr71mdWzy5Mm5yv7xxx9z1QVubG7rjIosSMqv+9ER5Bf5F3fXqYiIiIg9OPo9j+qXP4PBkKuX505u7dFJS0tj0aJFzJgxg8cffxxPT0+rvBMnTiQoKOiuAp2C1MWRFVmQVNAXhqMHVyJFrbg/cMWang8RKcn0OfZ/CvJYFPTxi4+PL9B5f9egQQNWr15tlWY0GomIiODhhx/ONcTt6NGj1KlTx/L3ggULqFWrFnv27GHGjBnExMRY5ffy8mLMmDFMmTIFDw+PfOvSsGFDqw1tb4qMjGT06NE88MADtjavWJXa4XYKxsRR6QvLsej5EBFxTM78I1Zec4xs1aJFC+bNm0dSUhI9e/YkJyeH2NhYTCZTrqDm119/JT4+nvfee8+S5ubmBsCECRMIDAzk008/JTAw0Oq8Pn368Mknn/Dtt98ybNiwPOvi7e2Nt7c3q1atIiwsDIPBwIYNGzh69Ci1atUqlPbaU6kNkkREREREnJmrqytxcXHMnDmTZcuWYTQaadSoEQsWLGDt2rWsXbuWrVu34uLigpubG5MnT8bHxydXORUrVmTOnDm89tprPPHEE7mOz5w5M1fwdDsLFixg1qxZBAYGYjab8fb2Zvny5U63sh2AwWw2m++lgMDIxNumF/Zwu8L+RaCgPUmO/suEiIiISElRUu/XKntWKu4qyB2U2p4kR3/ziIiIiEjedC8nRanUBkn5ceYxriIiIiJSemRkZPDSSy+xbdu2XGkBAQGULVvWsqHs340dO5Yff/yRLVu25HuNPXv2sGTJEi5cuEBWVhZ+fn5MnDiRihUrFmpbHInzDRAUEREREZF7cuXKFfbt24enpyf79u3LM993333H7NmzmTVrFklJSXz22WdUqVKFGTNm2LG29qeeJBERERERO0pLS7Mpf2Gthner7du307RpUxo3bszGjRt5/PHHb5tv2bJlREVFUbduXQBcXFwYPXo069atK/Q6ORIFSSIiIiIidhQcHGxT/vT09HyPnzx5kqCgIMvf2dnZdywzISGBkJAQmjVrRmxsLJMmTbrt8Lm0tDSeeuopq7QyZcoQFhZ2l7V3TgqSREREREScWO3atUlM/L8Vp2/OScrLqVOn+P7771m+fDnly5fH19eXLVu2EBISkitvTk6OVbkjR44EIDMzk8TERKpWrVqILXEcCpJEREREROwoPj6+WK+fmJiI2WwmICAAuDE/KT4+npCQEF5++WVOnz5tyde4cWP27dtH27ZteeCBByzBWMeOHTGZTMXWhqKmIElERERESr2CrG5c0BWRi2KOkS0SExNZuHAhHTp0AODChQv4+/tz5MgR3n33Xau8ERERzJgxg3feeccyL2nv3r2cP3/eKTeJvVsKkkRERERECsAZtoZ55513WLZsmeXvd999l2vXruHv729Jq1y5MkFBQcTHxzNt2jSr81u0aMGUKVOYMWMGFy9e5OLFi9StW5elS5fi5eVlt3bYm4IkEREREREn9cADD1jtkfT3tFGjRuU658svv8yVlt+S3i1btqRly5b3WFPnYjCbzeZ7KeDCxUuFVZdSKa9uWmf4ZUJERESkpMhv6FxB5HcvV9mzUqFeSwqfepJERERERJzQhAkTOHz4MFevXuXs2bN4e3sDULNmTXr16mVZmAFg6tSpNGvWjD59+lC/fn18fX2BG8uFt2/fnrFjx1rmGO3Zs4clS5Zw4cIFsrKy8PPzY+LEiVSsWJGLFy8SFRVFRkYGLi4ujB8/nlatWtm/8UVMQZKIiIiIiBP65z//CUBqaiorVqxg5cqVAERFReV7npubm2WVOpPJxMCBA9m9ezf+/v589913zJ49m8WLF1O3bl1ycnKIiYlhxowZzJ8/n6VLl9K4cWOWLl3KTz/9xODBg/nqq68wGAxF21g7U5DkhAq6koqIiIiIFL+0tDSb8hflanhZWVlcv36dKlWqALBs2TKioqIsK9m5uLgwevRo1q1bB0Dr1q1p0KABAD4+PmRlZXHt2jXKly9fZHUsDgqSREREREQKWX4/ah/d8oZNZaWnp99rdaxkZ2cTFBSE2Wzm1KlTNGrUiIYNGwI3ArinnnrKKn+ZMmUICwsD4Omnn7akr169miZNmpS4AAkUJDmswp48KCIiIiL2k9/onhZbivbaeQ19uznn6NbhdkajkcjISJYvX87IkSPJycmx5M/IyGDkyJEAZGZmkpiYSNWqVQHYsGEDH374IevXry/KphSbew6StDrbvdHjJCIiInJ7zjzFIL+6x8fHF+m1PT09uXjxolVaZmYmlStXzpW3TJkyBAYGWurUuHFj9u3bR9u2bXnggQcswVTHjh0xmUwAxMXFkZiYyLp166hZs2aRtqW4qCdJRERERMSOinKOEdzYAHb16tX06dOHsmXL8uuvv3LgwAFmzpx52/ypqamW4XYRERHMmDGDd955xzIvae/evZw/fx4XFxc++eQTtmzZwvr16y29SiWRgiQRERERkRKkU6dOHD16lOeeew6DwYCbmxtz5syxBDU35yQZDAbMZjM+Pj7MmTMHuBFgTZkyhRkzZnDx4kUuXrxI3bp1Wbp0KV5eXixZsoRr165Z5igBrFq1Ci8vr2Jpa1FRkCQiIiIi4sT8/Pzw8/OzShsxYgQjRoy4bf4ff/wx3/JatmxJy5Ytb3ts+/btBaukk3Ep7gqIiIiIiIg4EgVJIiIiIiIit1CQJCIiIiLipDIyMmjcuDFBQUFW/9avX4+vry/R0dFW+T///HN8fX05cOAAqampDB06NFeZ169fJzIykmeeeYbevXuzf/9+ezXHYWhOkoiIiIiIHaWlpdmU/06r4dWuXduyVPdNGRkZeHl5sWPHDqKioizp27dvv+OqdJs2baJcuXJs2bKFY8eO8fLLL7NjR+naw1NBkoiIiIiIHQUHB9uUPz09vUDX8fT0pFatWhw6dIhGjRpx/fp1jh8/ziOPPJLvef3798doNALw22+/4enpWaDrOzMFSSIiIiIiTuzkyZMEBQVZpd0cZtetWzeSk5Np1KgRe/bsoW3btuzdu/eOZZYpU4ZRo0axY8cO3nzzzSKptyNTkCQiIiIiYkfx8fGFWl5ew+0AunTpQmhoKGPGjGHbtm289NJLdxUkAcTGxvLbb78REhLCE088gY+PT6HW25EpSBIRERERsaM7zTEqTFWrVqVatWp8//33/PLLL9SrV++O5xw8eJCqVavywAMPUKtWLZo1a8axY8cUJImIiIiISMF9MK1jcVfBolu3bsyaNYu2bdveVf59+/Zx6NAh5s+fz5kzZzh06BCTJk0q4lo6FgVJIiIiIuJ0QmfkvdqaIwQo+dXv05igPI8VxO3mJD377LOW/3ft2pVZs2Yxe/bsXOempKTQvHlzy9+vvPIKgwcPZurUqQQGBlKmTBkmTpxIjRo1CrXOjs5gNpvN91LAhYuXCqsu4oDyeoM7wodPaaTnQ0REpGjkF9QUtsIOkqTwqSdJ8qWbb8fi6M+HgjgREREpCRQkiYiIiIg4oQkTJnD48GGuXr3K2bNn8fb2BqBmzZr897//pVKlShgMBq5cucKjjz7KggUL8PDwYODAgURGRlKtWjU6depEWFiY1Yazn3/+OSNHjmTDhg00bdqU6Ohodu/ejYuLC6+//jqdO3cGICkpiXfffZerV6/Sp08fhg0bViyPQ1G45yCpsH851i/RIs5L71MREZE7S0tLsyl/Xqvh/fOf/wQgNTWVFStWsHLlSgCioqKIjIwkICAAgJycHF599VUSEhLo37+/VRleXl7s2LHDKkjavn07VatWBeCrr77iv//9L1u2bOH8+fP07NmTtm3bcurUKebPn8/mzZspX748vXv3pnPnztStW9emtjkqh+tJ0k2WiIiIiJRkwcHBNuVPT0+/p+v99ddfnD17lsqVK+c65unpSa1atTh06BCNGjXi+vXrHD9+nEceeQQAf39/2rRpg4uLC2fOnMHd3R1XV1e++OILgoKCLMHUypUrqVKlyj3V05G4FHcFRERERESkcMXExNCrVy/atm1Lv3796NKlCz179rxt3m7dupGcnAzAnj17ci0VXqZMGWbPnk2fPn0IDg7Gzc2NX3/9lWvXrjFs2DCCgoLYuXMnFSpUKPJ22cs99ySp50dERERE5O7Fx8cX+TVuDrc7ePAgr7zyCu3bt8dgMNw2b5cuXQgNDWXMmDFs27aNl156ib1791rlmTRpEiNHjmTgwIE89dRTmEwmUlNTWbNmDQaDgdDQUBo2bMjjjz9e5G2zB4cbbiciIiIiUpLlNceoKDRp0oT+/fszceJEPvroo9vmqVq1KtWqVeP777/nl19+oV69epZjx44dw2QyUa9ePe677z7atm3L0aNHqVatGq1bt8bT0xOANm3acOjQoRITJGm4nYiIiIhICfbiiy/y22+/sX379jzzdOvWjVmzZtGmTRur9J9++omZM2diNBq5fPkye/bsoXnz5vj7+7Nr1y6uXLlCVlYWqamp1K9fv6ibYjfqSRIRERERKcHKlStHREQEixYtsizf/Xddu3Zl1qxZzJ492yq9S5cu7N+/n169euHq6kpoaCiNGjUCYMCAAQQHB2M0GnnhhRdo0aJFkbfFXgxms9l8LwVcuHipsOoiIiIiIlIs8tqGpih8GhNkt2tJwWi4nYiIiIiIyC003E5ERERExEllZGTQo0cP6tSpA9zYOPb69euMGTOGbt26AbBw4UI++ugjvvrqK8qWLQvAxx9/zNy5c6lZsyZmsxmz2czEiRNp1aoVZrOZ6Ohodu/ejYuLC6+//rplmF5ISAhXrlzBxeVGX8uKFSuoUaNGMbS8aClIEhERERGxo7S0NJvy32k1vNq1a5OYmGj5+8iRIwwdOpRu3bphNptJSkqiefPmJCcnExgYaMnXrVs3Zs6cCdxYxW7gwIF88803fPXVV/z3v/9ly5YtnD9/np49e9K2bVvc3Nw4ffo0O3bYb2hicVGQJCIiIiJiR8HBwTblT09Ptyl/RkaGZWnub7/9lipVqvDss8+yfv16qyDpVleuXMHLywsAf39/2rRpg4uLC2fOnMHd3R1XV1f+97//ATcWbLhy5QrDhw+ne/fuNtXNWShIEhERERFxYidPniQoKIhr165x/vx5WrZsyZIlSwBISEigS5cu+Pv7M2HCBE6cOIGPjw8A27dvJy0tjezsbE6cOMGsWbMsZZYpU4bZs2fz4YcfMnz4cNzc3Lh06RKtWrVi4sSJXLhwgQEDBtCgQQNLeSWJgiQRERERETuKj48v1PJuDrfLzs5m/PjxVKpUibp163Lt2jWSk5NJTEykXLlydOjQgU2bNhEZGQlYD7f75ZdfGDBgAE888QQPPvggAJMmTWLkyJEMHDiQp556Cj8/P5588kkAKlSoQOfOnUlJSVGQJCIiIiIi9+ZOc4wKys3NjenTp9O1a1c6d+7M+fPnycrKYtCgQQBcu3YNFxcXXnvttVznPvjggzRp0oQffviB7OxsTCYT9erV47777qNt27YcPXoUAFdXV0uglJOTQ5kyJTOc0BLgIiIiIiIlhKenJ6+88grz58/nX//6F1FRUezYsYMdO3awe/duypQpw86dO3Odd+nSJY4cOUKDBg346aefmDlzJkajkcuXL7Nnzx6aN2/OxYsXiYmJITs7m7Nnz7Jz507atWtn/0baQckM/URERERESqmQkBDWrFnDsWPHePvtty3prq6u9O/fn/j4eLp3726Zk+Tq6kp2djYvvfQSDz30EA899BD79++nV69euLq6EhoaSqNGjWjUqBH79u0jKCiInJwcxo4dWyKX/wYwmM1m870UcOHipcKqi4iIiIhIsQidYb9lrT+NCbLbtaRgNNxORERERETkFhpuJyIiIiLi5GJjYylTpgzbtm0Dbuyt5OvrC9wYfnfmzBk2bNiAl5cXZrMZNzc3Zs+eTf369Yuz2g5LQZKIiIiIiB2lpaXZlP9uV8NzdXUlMTERgMaNG1v+DzeCqEGDBhEeHg7A7t27mTx5Mps2bbKpLqWFgiQRERERETsKDg62KX96enqh1+HSpUtUq1at0MstKRQkiYiIiIiUAmvXrmXr1q1cu3aNkydPsmLFiuKuksNSkCQiIiIiYkfx8fHFct1bh9sdPHiQESNGsH37dipWrFgs9XFkCpJEREREROzobucY3cnevXt56KGHqFatGmazGVdX17s+t0mTJlSvXp2ffvqJJk2aFEp9ShItAS4iIiIi4oQ2bdrEl19+CcDRo0epXbv2XZ976tQpTp8+TZ06dYqqek5NPUkiIiIiIk7o5ZdfZty4cbz33ns0aNCATp065Zv/5pwkV1dXTCYT06ZN01C7PBjMZrP5Xgq4cPFSYdVFRERERKRYhM7YYbdrfRoTZLdrScFouJ2IiIiIiMgtNNxORERERMRJnTt3jrlz53L48GFMJhP16tVj2rRp3HfffaSkpLBkyRIuXbqEyWQiJCSE0NBQADp27IiHhweurq5cv36dRx99lEmTJlGjRo07lpuVlcWbb77J999/D8CsWbNo3LixpU4bN27k+++/Z+bMmfZ/QAqJgiQRERERETtKS0uzKX9eq+GZTCbCw8MZPHgw0dHRACxZsoRx48bx2muvMXv2bFasWEGtWrW4ePEigwcPpmrVqvTs2ROA1atXU716deDGIhARERFs3Lgx33Lfffdd4uLiMBgMJCYm8s033zBr1iw2bNhAdnY2S5cu5f333ycwMLCgD49DUJAkIiIiImJHwcHBNuVPT0+/bXpKSgqenp4888wzlrTw8HCSk5NZtWoVI0aMoFatWgB4enoSHR2N0Wi8bVl9+/ZlzZo1/Pjjj5w5cybPcs1mM8nJySxbtgyA1q1bWwKtQ4cOcfnyZcaOHZtnnZ2F5iSJiIiIiDih9PR06tevb5Xm5uZGQEAAR48ezXXM19eXxx57LM/y6taty08//ZRvuQaDgZMnT7Jr1y5CQkIYOHAgOTk5ADRv3pxJkyZRvnz5Qmph8VFPkoiIiIiIHcXHxxdKOQaDAXd3d5uP5ads2bJ3PDc7O5sLFy7w0UcfkZKSwmuvvca2bdtsvpYjU5AkIiIiImJHec0xslWDBg1YvXq1VZrRaCQiIgIfHx8OHTqEt7e35diuXbs4fPgwI0aMuG15R48epU6dOnh4eORZbkxMDNWqVaNHjx4AtGrVigsXLnD58uUSteeShtuJiIiIiDihFi1a8Oeff5KUlARATk4OsbGxloUXlixZwqlTpwDIzMwkJiYGHx+f25a1YcMGqlevzsMPP5xvuRUqVMDf35+tW7cCcPDgQSpVqkSFChXs0GL7UU+SiIiIiIgTcnV1JS4ujpkzZ7Js2TKMRiONGjViwYIFVK5cmddff52IiAiMRiMmk4nQ0FDLynYAYWFhuLq6AuDj48Nbb711x3IBxo0bx9SpUwkICKBMmTIsXrwYg8Fg/wegCBnMZrP5Xgq4cPFSYdVFRERERKRYhM7YYbdrfRoTZLdrScFouJ2IiIiIiMgtNNxORERERMRJZWRk0KNHD+rUqWOVPmbMGIYNG4avr69V+ooVK4iPj6ds2bKEh4db0mNjY63S1q9fz+bNmzGZTLi7uzNmzBhatWoFwPz589m1axdms5l+/foxZMiQom1kMVCQJCIiIiJiR2lpaTblv9NqeLVr1yYxMTFXupub223T72Tt2rXs3buXDz74AA8PD9LT03nxxReJj48nPT2dH3/8kcTERLKysujbty+tW7emXr16Nl/HkSlIEhERERGxo+DgYJvyp6enF1FNcjObzbz33nts3rwZDw8P4MYmtAsWLKBMmTLUqlWLMWPG4OrqioeHB97e3vz+++8KkkRERERExHGcPHmSoCDrxSDWrVtHdna2VXpgYCAvvfQScKO36OYy3gBnzpxh8ODBnDt3DqPRSPXq1a3KuznUrkaNGpa0AwcOcOTIER5//PFCb1NxU5AkIiIiImJH8fHxhVpeQYbbDRo0KNecJACDwYC7u/sdr3nw4EFGjRpFdHR0idpE9iYFSSIiIiIidnSnOUbFqUqVKri4uHDmzBmqVatmSV++fDm+vr60b9+ePXv2EBUVxfz58y09TCWNlgAXERERERGL0NBQ3nzzTf766y8ADh06xLp166hbty4nTpzgjTfeYOnSpSU2QAL1JImIiIiIOLXbzUl69tlnC1xeWFgYy5cvtywwUb58eRYuXIi3tzdTp04lOzubKVOmWPKPGTMGf3//Al/PERnMZrP5Xgq4cPFSYdVFRERERKRYhM7YYbdrfRoTdOdMUqw03E5EREREROQWCpJERERERJxUamoqvr6+rFu3zip9zZo1+Pr6cuDAAbp37w7c2ANp4cKFBAYGEhgYyAsvvGDZ2DY1NZXHH3+coKAgevfuTUBAABMnTiQ7O9vubXIEmpMkIiIiImJHNwOTu3Wn1fBq1KhBcnIyAwcOtKR98cUXeHp6WuVLSkri559/JiEhAVdXVw4cOMDIkSPZtWsXAM2bN2flypWW/GPHjiU+Pp4BAwbYVN+SQEGSiIiIiIgd3VwQ4W6lp6fne/zRRx/l1KlTnD17Fi8vL/744w/Kli1LpUqVrPL9+eefXL9+nevXr1O+fHmaNWvGnDlzMJlMty3Xz8+PH3/80aa6lhQabiciIiIi4uQ6d+7M559/DkBycjLdunXLlad3795kZmbSqlUrXnrpJd5//32aNWt2281j//rrL5KTkx16T6eipJ4kERERERE7io+PL/Qyu3XrRkxMDM8//zyff/4577zzDkuXLrXKc9999xEfH8/333/P119/zdatW1m7di2JiYkA7N+/37KUeE5ODh07diQwMLDQ6+oMFCSJiIiIiNhRUfTOPPbYY5w8eZL//ve/lC9fnsqVK+fKs2rVKtq0aUPjxo1p3Lgxw4cP54UXXuC7776jQoUKueYklWYabiciIiIiUgJ06tSJyZMn07Vr19sev3TpEgsXLuTq1asAnD17lnPnzvHII4/Ys5pOQT1JIiIiIiIlQPfu3Vm7di2dO3e+7fFXXnmFmJgYAgMDKVu2LO7u7kRGRvLggw9y6tQpO9fWsRnMZrP5Xgq4cPFSYdVFRERERKRYhM7YYbdrfRoTZLdrScFouJ2IiIiIiMgtNNxORERERMRJbd26lZUrV2I0GjEYDAwZMoTjx4+zc+dOsrOz+fXXX6lTpw4Ar776Kp999hmffvopX3/9Nffdd5+lnN69e+Pl5cXKlSuJiorizz//tFrEYerUqTRr1ow+ffoAYDQaefHFFxkzZgzNmjWzZ5PtQkGSiIiIiIgdpaWl2ZQ/r9Xwfv/9dxYtWsTHH39MpUqVyMzM5LnnnmP58uWMHj2ajIwMXnrpJcsS3wCfffYZXl5e7NixwxLw/PLLL/zxxx94eXlZ8qWmppKYmGhZEvxWv/76K1FRUXz//fc2tcOZKEgSEREREbGj4OBgm/Knp6ffNv3cuXMYjUauXLlCpUqVqFq1Km+//TZVqlTJt7yuXbuSnJxsCZK2bdtGly5dOHnypCXPiy++yPz582nXrh1Vq1a1Oj8xMZGBAweyfv16m9rhTDQnSURERETECTVo0IA2bdrQsWNHgoODWbhwIZ6enlSvXj3f85o1a8b//vc/Ll++DMDOnTvp0KGDVR5fX1/69OlDdHR0rvMjIiLo3r174TXEAaknSURERETEjuLj4wutrFmzZjF8+HC++uordu/eTe/evVm7di1NmjTJ8xyDwUD79u358ssvadasGdWqVcPDwyNXvpEjR9KrVy++/vrrQquvs1CQJCIiIiJiR3nNMbLVzp07+euvv+jRowf9+/enf//+LFy4kKSkpHyDJIBu3bqxdu1aTp06lWevUNmyZZkxYwaTJ0/m8ccfL5Q6OwsNtxMRERERcUJly5blrbfe4tdffwUgOzubn376CV9f3zue+8QTT/Djjz/yxRdf0L59+zzztWzZkhYtWpCUlFRY1XYK6kkSERGxQX4bTn4wraMdayIi9pLXe7u4Pw9atWpFeHg4w4YNIycnB4PBQEBAAL17977juS4uLrRp04Zz587ddqjdrcaPH8+uXbsKqdbOwWA2m833UsCFi5cKqy4iIiIiIsUiv4CnIPILkip7VirUa0nh03A7ERERERGRW2i4nYiIiIiIE5owYQKHDx/m6tWrnD17Fm9vbwBq1qxJr169CAgIsOSdOnUqzZo1o0+fPtSvX98ybyk7O5v27dszduxYXFxcGDhwIKdPn6ZcuXIYjUZq1qzJhAkTeOSRRyxlXb58meeff57333//jsuNOysFSSIiIiIidpSWlmZT/rxWw/vnP/8JQGpqKitWrGDlypUAREVF5Vuem5sbiYmJAJhMJgYOHMju3bvx9/cHYO7cuTRr1gyAPXv2MGzYMP7973/j7u7OkSNHiIqK4sSJEza1wdkoSBIRERERyUdBFm7IT3BwsE3509PTC3Sdu5GVlcX169epUqXKbY+3bduWRx99lK+++orOnTuzefNmJk6cyIQJE4qsTo5AQZKIiIiISCmSnZ1NUFAQZrOZU6dO0ahRIxo2bJhn/rp16/Lzzz8DMHnyZHtVs1gpSBIRERERsaP4+PgiLd9gMNw23cXlxppttw63MxqNREZGsnz5ckaOHJlnmWXLli38ijowBUkiIiIiInaU1xyjwuLp6cnFixet0jIzM6lcuXKuvGXKlCEwMDDfwO3o0aO0atWq0OvpyLQEuIiIiIhICdKiRQu2bt1KVlYWAL/++isHDhzIMzhLTU3Nc7jdrl27yMjIcNggKTMzk9GjR9OnTx8yMzN57bXXyMzMvOdy1ZMkIiIiIlKCdOrUiaNHj/Lcc89hMBhwc3Njzpw5VK1aFfi/OUkGgwGz2YyPjw9z5syxnD9+/HjKlSuHwWCgWrVqLF26FFdX1+JqTr6mT5+On58fx44do2LFitSqVYuJEycSFxd3T+UazGaz+V4KuHDx0j1VQERERESkuOW3Ul1BVrfL6xyAyp6V7r5ikq8+ffrw8ccf07t3bxISEgAIDAzk008/vadyNdxOREREREScVnZ2tmWxivPnz3OPfUCAgiQREREREaf3zTff4Ovry8GDBwH45ZdfCAoKsvpXv359vvzyS1JTUxk6dCgAJ0+eZPDgwQQFBREcHMyPP/5YnM2wWXBwMMOGDSMzM5N33nmH4OBg+vbte8/lak6SiIiIiIiTS0hIoEuXLmzcuJEmTZrw4IMPWpb5Bnj//ff597//Tdu2bdm3b58lPTo6mueee45evXqRkpLCpEmT2Lx5c3E0oUBCQkKoU6cOO3fu5OrVq0yaNAl/f/97LldBkoiIiIiIHaWlpdmU/05Lhl+9epWdO3eyceNG+vbtS1RUFBUqVLC63ooVK9i4cSNubm5W5/bo0YMOHToA4Ovry++//25T3RxBrVq1CAgIsPz9ww8/8Nhjj91TmQqSRERERETsKDg42Kb86enp+R5PTk6madOm+Pj40LBhQ5KSkujXrx8Aly5dYsyYMcycOZPatWvnOrdnz56W/8fGxtK5c2eb6lbcpk6dSlJSEl5eXpa5SAaDge3bt99TuQqSREREREScWEJCAr169QJuBD2bNm2yBEmTJk2iU6dOdwx+Fi1axP79+/nggw+KvL6F6euvv2bnzp1UrFixUMtVkCQiIiIiYkfx8fGFVtYff/zx/2PvzqOqrPY/jr8Po6KAoeaIlRMOOOWU0zURRUQEJzJTFAecK2ccURzC1NQcs2uaVjfBASxMrcyhMn+ZiXlV7JqpmJoDmjOcw/n94fJcuYKKwGHo81qrtTz72c/32ftExbe99/fhxx9/5OTJkyxevBiTycSff/7J8ePH+fHHH/njjz+YO3duhvebzWbCw8M5fvw4a9asyfZkI6dVqVIFO7vsT2mUJImIiIiIWNHjzhhlRmxsLK1bt+bdd9+1tI0aNYrp06dz8uRJ/vWvf+Hg4JDh/cuXL+fkyZOsXr2aQoUKZdu4rCU4OBh/f3/q1q2bJll66623shRXSZKIiIiISD4VGxvLxIkT07QFBwcTFBSEi4sLw4YNS3OtX79+lCpVCgCj0ciKFSsoXrw4r7zyCgC2trZs3LjROoPPBjNmzMDLy4sKFSpka1wlSSIiIiIi+VRcXNxDbXXq1HlssYfGjRsD8PPPP+fIuKylcOHCjB8/Ptvj6mWyIiIiIiKSLzVu3Jj169dz5coVbty4Yfkrq7SSJCIiIiKSD40fP54jR45w69YtLl++jLu7OwClS5emY8eOad4dNGXKFOrWrUvnzp2pVq0aHh4eAKSkpPDyyy8zevRobGxs8PLywsnJCVtbW4xGI7Vr12bq1Kk4OjpaYh05coSePXtaXkrbq1cv/vzzTwoVKoTJZKJ8+fJERkZSrFixHP8OoqKiHkqKDAYDR48ezVJcJUkiIiIiIvnQ/eIE+/btY8WKFaxcuRKAsLCwR95nb29PbGwsACaTiV69erFnzx5atmwJwKpVqyhZsiRwrwjE+vXree211wBITk5m1qxZpKSkpIk5e/Zs6tatC8C8efNYsWIFY8eOzZ6JPsL+/ftzJK6SJBERERERK4qPj89U/+yshve/7t69S3JyMs8888xD14xGI7du3aJEiRKWtgULFhAUFJThHMxmMzdu3LCsauW05ORkdu3axc2bN4F7Sd/p06cZMWJEluIqSRIRERERsaKgoKBM9X9cEYbMSklJISAgALPZzLlz5/D09KRGjRqW6yEhIdja2nLx4kWKFy9O8+bNAfjpp59ITExk7NixD1XUGzduHIUKFSIpKQmz2cyGDRuydcwZGTFiBBcuXOD8+fPUqlWLn376iYYNG2Y5rgo3iIiIiIgUIAaDId12G5t7v/rf3263efNm9u7di4uLC++9956l36pVq4iNjeW7776jWbNmzJw5k1u3bjF79mzCw8PTjT179mxiY2PZvXs3AwYMYMyYMdk/sXQkJCQQFRVF69atefPNN1m7di2XL1/OclytJImIiIiIPIWPwr2e6r6oqKhsHklaLi4u/PXXX2narly5gqur60N97ezs8Pf3T3dMBoOBwMBARo0axU8//cSlS5fo27cv8N/VqPtnmx7UqVMn3nnnnWyazaOVLFkSGxsbKlasSEJCAh07duT27dtZjqskSURERETEinLyjBFAo0aNWLVqFZ07d8bR0ZEzZ85w8OBBIiIi0u2/b9++NNvtHvTDDz9Qo0YNWrRowY4dOyzttWrVSjdBely87Obq6sratWupUaMGy5Ytw9XVVUmSiIiIiIik1bp1a44fP06XLl0wGAzY29sza9Ys3NzcgP+uAhkMBsxmM8899xyzZs2y3H//TJKNjQ1ubm5prmXk/pkkW1tbHB0dmTZtWo7N70EzZ84kLi6Ohg0bsnPnTt555x1GjRqV5bgGs9lszkqAa39dz/IgRERERERyU89pOzK89rTb6jLi6uKcrfEk+2klSURERERE8qWdO3fy1ltvcfXqVR5c+/m///u/LMVVkiQiIiIikk8lJibi6+tLxYoVAUhNTSU5OZmRI0dy/Phx1q1bR/HixTGbzdjb2zNz5kyqVatmuf/48eOMGzeOTZs2pYkZGRnJmTNnSElJoVGjRkyYMAEHBwcAvvjiC1avXs2dO3cwGAyEhobSvn17y/03btzglVdeYfXq1ZaX0uaUt956izFjxlCtWrUMq/o9DSVJIiIiIiL5WLly5dIUUTh69Cj9+vXj1VdfJTg4mNDQUAD27NnDpEmTWL9+PQBbtmwhMjISJycny703btwgNDSUyZMn06RJE0wmE1OnTmXWrFlMnTqVr7/+mjVr1rB8+XKeeeYZzp8/T48ePShTpgz16tXj6NGjhIWFcerUKavMvVixYnh7e2d7XCVJIiIiIiJWFB8fn6n+ma2Gl5iYiIuLy0Pt169fp0SJEpbPmzdvZs6cOWnefRQXF0eDBg1o0qQJALa2towaNYqff/4ZgPfff5+wsDCeeeYZAEqXLs0777xjKS++YcMGJkyYwPjx4zM15qf10ksvsXHjRlq2bImjo6OlvWjRolmKqyRJRERERMSKgoKCMtU/ISHhkdfPnj1LQEAAd+7c4erVq7z00kssWbKELVu2sGbNGuLi4rhz5w5nz55lxYoVlvuWL19OYmLiQ896cDse3FutadWqleW6h4dHmut169a1/HnSpEmZmltWrVmzxlLy+361PoPBwNGjR7MUV0mSiIiIiEg+dn+7XUpKCuPGjcPZ2ZlKlSoBpNlud+jQIQYPHsy2bdsyXGkxGAyWs0cZXbe3t8/+STyl+ytc6fnmm28syV1mKUkSEREREbGiqKioHIlrb2/P1KlTadu2bbrndGrXrk3JkiX57bffqF27droxqlevzr///W+6du1qabty5QpTpkxh0aJFVK9enSNHjqS5f8OGDaSmptKtW7fsn1QWvPvuu0qSRERERETyg8yeMcoMFxcXhgwZwpw5c2jdunWaa+fOnePPP/+0VMJLT7t27VixYgU//vgjDRs2JDk5mbfffpsSJUpgMBgIDg5m9uzZLF26FFdXV86cOcPixYt55513cmxOTysrr4NVkiQiIiIiUoB0796dDz/8kLi4OG7dukVcXBy2traYTCbCw8MfWdSgaNGiLF26lJkzZ3LlyhXu3r1L8+bNGTt2LAA+Pj5cu3aN4OBgy/mf8ePHU69ePWtN74llpSS4wZyVFAu49tf1rNwuIiIiIpLrek7bkeG1j8K9svVZri7O2RpP0tepU6c073/KDJtsHouIiIiIiEi+piRJRERERCSf2rdvHx4eHqxduzZN+4cffoiHhwcXL14EIDo6mpo1a/Lnn39a+iQmJlKrVi0CAgIIDAzE39+foUOHcv36vZ1itWrVsvQ1Go0MHjyYsWPH8p///IeAgADLX02bNmXgwIFWmG3mZGXDnJIkEREREZF8rFSpUmzfvj1N29dff53mhbIxMTG0atWKjRs3pul3v3x4TEwMn332GZUrV2bp0qVp+qSmpjJmzBiKFClCZGQklStXJjY2ltjYWD766COcnZ0tZ5ZyQ1JSEvv37yc1NZWkpCRL+/3S509DhRtERERERKwoPj4+U/0fVw2vSpUqnDt3jsuXL1O8eHEuXLiAo6Mjzs73zj4lJiZy6tQpwsLCGDFiBAMHDsywqEHjxo1Zs2aN5bPZbGbixInY2Ngwe/ZsbGzSrrEsXboUf39/y3uZrO3bb79l0qRJ2NjY8Omnn+Lr68s777xDy5Ytad++/VPHVZIkIiIiImJFQUFBmeqfkJDw2D7e3t589dVXvPLKK2zfvh0fHx/LilBMTAze3t7UqlULg8HADz/8QJMmTR6KYTQaiYuLS5OUTZ8+nU2bNrF582ZsbW3T9L969SpxcXF88cUXmZpPdlq4cCHr1q1j4MCBPPvss6xdu5bx48fTsmXLLMXVdjsRERERkXzOx8eHbdu2AfDVV1/Rpk0by7XPPvsMX19fAHx9fYmOjrZcO3v2rOVMUmBgIPb29oSEhACQnJzMpUuXmDhxImFhYaSkpKR5ZkxMDH5+fhQpUiSnp5chk8lEqVKlLJ9r1KiRpbNI92klSURERETEiqKiorI9Zs2aNTl79iy//vorhQsXxtXVFYAzZ85w5swZwsLCMBgMpKSkcPXqVcvZnftnktJjb2/PvHnzsLOzY8eOHSxatIiRI0daru/YsYPRo0dn+1wyw9nZmRMnTli2D3711VePfA/Uk1KSJCIiIiJiRY87Y/S0WrduzaRJk3jllVcsbTExMfTu3Ztx48ZZ2rp3705sbCze3t6PjGcwGLC3twdg5syZBAYG8o9//IMGDRqQmprK8ePHqVmzZo7M5UlNmjSJN998k9OnT9OqVSsAFi9enOW4SpJERERERAqAdu3asWbNGkvyk5ycTHR09ENnhoKDg1myZMljk6QHlS1blrFjxzJ27Fg2b97M3bt3cXJyeuickrVVqVKFmJgYTp48iclkomLFipbELisM5ixu2rv21/UsD0JEREREJDf1nLYjw2sfhXtl67NcXZyzNd7fWVJSEtHR0Vy5ciXNWaTx48dnKa5WkkREREREJF8aOXIkhQsXpnr16hmWNX8aSpJERERERCRf+vPPP4mLi8v2uEqSRERERETyqcTERHx9falYsSIAd+7coXXr1rz55ps4ODhw9OhR5s6dy6VLl0hJScHHx4fXX38dg8GAl5cX69ato2TJkmlienl5pTlvdOPGDTp06MCIESMeet59I0eOtLyb6MaNG7zyyiusXr06TexTp07h4+PD/PnzLSXJs6pChQokJSXxzDPPZEu8+5QkiYiIiIhYUXx8fKb6P64a3oNlvI1GI5MnT2bhwoX07NmTN998k4ULF1KtWjXu3r3L8OHD+ec//8mAAQMeGXPVqlWWBOd+ktSxY0ccHR0fWTb86NGjhIWFcerUqYeu3X+pbXR0dLYlSba2trRv3x5PT08cHR0t7VmtcKckSURERETEioKCgjLVPyEh4Yn72tnZMXr0aPz8/LCxsaFLly5Uq1YNAEdHR6ZMmcK5c+cy9fykpCSSk5NxcnLCZDI9su+GDRuYMGHCQ4UTzGYzmzdvZunSpQQHB5OYmEj58uUzNY70tG7dmtatW2c5zv9SkiQiIiIiUoAUL14cGxsbjh07Rs+ePdNcK1++/BMlJyEhIQBcvnyZF154gZkzZ1KmTBkSExM5e/YsAQEBafqvXbsWFxcXJk2alG68/fv34+joiIeHB61bt2b9+vW8+eabTzfBB3Tq1In//Oc/HDt2jLZt2/L7779TtWrVLMdVkiQiIiIiYkVRUVE5/gyDwcCdO3dwcHB4qvvvb7dbu3YtGzZsoGnTppZrj9pul5GYmBjLFrv27dszYcIEhg8fnuX3LG3evJlly5aRkpLCSy+9RHBwMOPGjaNTp05ZiqskSURERETEih53xiirLl26hI2NDQ0aNODf//43TZo0sVw7duwY69atIzw8/Ili9erVix07drB48WJGjRr1VOO5e/cu27Zto3DhwmzatAmz2cylS5fYvXs3rVq1eqqY961atYqoqCh69epFiRIl2LhxIwMGDMhykmSTpbtFRERERCTPSE5OZt68eXTv3p1u3brx6aefcvz4cQBu3rzJ22+/TdmyZTMVc+zYsaxdu5bz588/1Zi++uorKlSowJ49e9ixYwfffPMN/fv3Jzo6+qniPcjGxgZn5/++nLds2bJZXp0CrSSJiIiIiORr988IGQwGTCYTLVq0YNCgQdja2hIZGUl4eDi3bt0iOTkZPz8/+vfvb7m3TZs2lpewuru7s3nz5ofiV69endatW7N48WIGDRqU7pmkTp060adPn3THFxsby6uvvpqmrUePHrRt25Y///yTZ5999qnnXrJkSX744QcMBgNGo5GPPvrooZLmT8NgNpvNWQlw7a/rWR6EiIiIiEhu6jltR4bXPgr3ytZnubo4P76TPJHz588zZswYDhw4AEDNmjWZN28e7u7uWYqrlSQREREREcmXxowZg8FgoHr16qSmplK4cGFmzpxJlSpVGDhwIEWLFn2quEqSRERERETyqaSkJGbPns2RI0cwmUxUrVqV8PBwihUrBsDo0aM5duwYn3/+ueUes9nMggUL2LHj3upZ0aJFCQsLo06dOuzbt4/Bgwfj7u6OwWAgJSWFOnXqMG3aNOzt7VmzZg2ffvopAK+88gq9e/e2xD116hQ+Pj7Mnz8/zctivby8cHJyspwVKly4MOHh4VSvXp1jx44xdepUbt++jaurK2+99RblypV74vlXrFiRc+fOERwcDNyrdmdra8tff/1FeHg48+bNe6rvVUmSiIiIiIgVxcfHZ6p/RtXwTCYToaGh9O7dm8jISACWLFnCmDFjeP/997l58yYHDhygdOnSHDhwgBdffBGALVu2cPLkSWJiYrC1teXgwYMMHTqUXbt2AVCvXj1Wrlxpec7o0aOJiorCy8uL1atXExcXh9lsxs/PjzZt2lgKQcTExODt7U10dHSaJAn+W1Ic4Pvvv2fSpEmWF89OnDiR+vXrs379embPns277777xN/N4cOHiYqKsiRgrVq1onv37kRHR9OhQ4cnjvO/lCSJiIiIiFhRUFBQpvonJCSk2753715cXFzSJAOhoaFs374ds9nMtm3bqFOnDrVq1SI6OtqSJF28eJHk5GSSk5MpXLgwdevWZdasWZhMpnSf07hxY44dO0bLli1JSUnh7t273C9rcD85MZvNbN68maVLlxIcHExiYmKGL61t2LAhJ0+eBKBnz57Ur18fAA8Pj0y/Q+r69euWecC9cuO3b98G7lW+e1oqAS4iIiIikg8lJCRQrVq1NG329vb4+flhMBiIiYmhTZs2tGvXjq1bt3Ljxg0AAgMDuXLlCk2aNKF///6sXr2aunXrpvvi2du3b7N9+3bq1KlD+fLl8ff3p1WrVrRu3Zp27dpRqlQpAPbv34+joyMeHh60bt2a9evXZzjuzZs3W1bHOnfuDEBqaipLlizB29s7U99BQEAAr7zyCkuXLmXx4sV0796dgIAA/vWvf/Hcc89lKtaDtJIkIiIiImJFmV0tyYjBYEg3sQE4d+4cv/zyC++99x6FCxfGw8ODzz//nO7du1OsWDGioqL45Zdf+O6774iLi2PNmjXExsYC8PPPP1tKfKempuLl5YW/vz+HDh3ihx9+YOfOndja2hIaGso333xDq1atiImJsWyxa9++PRMmTGD48OGWlaaQkBBsbW0xmUy4u7sTERFhGavJZGLSpEmkpKQQEhKSqe9g6NCh1K5dm927d2Nra8v48eNp0qQJhw4dwt/fP9Pf6X1KkkRERERErCijM0aZVb16dVatWpWmzWg0MmzYMDw9PS3nhuDei2SjoqLo3r07H3zwAc2aNaNWrVrUqlWLQYMG8eqrr/Ljjz9SpEiRh84k3bdv3z5atGiBq6srAH5+fuzbt4+mTZuybds2ChcuzKZNmzCbzVy6dIndu3fTqlUrIO2ZpAclJyfz+uuvY2dnx7Jly7C3t8/099CiRQtatGiRpq127dqZjvMgbbcTEREREcmHGjVqxMWLF9myZQtwb9Vn0aJFmEwm4uLimD9/Pjt27GDHjh1s376d3377jaNHj3L9+nXmz5/PrVu3ALh8+TJJSUlUrlz5kc+rVq0ae/bs4c6dOxiNRvbs2UONGjX46quvqFChAnv27GHHjh1888039O/fn+jo6MfOISIigiJFirBw4cIMV8Vyg1aSRERERETyIVtbW5YvX05ERATLli3DaDTi6enJ8OHDeeONN2jZsqWlr6urKwEBAURFRTFhwgTmzZuHv78/jo6OODg4MGrUKCpUqMC5c+cyfF6LFi345ZdfCAgIwN7enhYtWuDv78/AgQN59dVX0/Tt0aMHbdu25c8//8ww3oULF9iwYQPPP/+85WxSmTJlWL58eRa/mawzmO+XpnhK1/66nl1jERERERHJFT2n7cjw2kfhXtn6LFcX52yNJ9lP2+1EREREREQeoCRJRERERCSf2rdvH/369bN8vnDhAm3btmXdunXAvRe3enh4cOjQIQC+/PJLAgICCAgIwNPTkw4dOhAQEMDChQvZt28fderU4fTp05Z4Bw8epFevXmmeOXr06Axf1Pr9998zYMCA7J6m1elMkoiIiIiIFcXHx2eq/5NWw7ty5Qp9+/YlJCSEV155BcDyrqTo6Ghq165NmzZtaNOmDQBeXl5pqs7t27cPk8lEeHj4Q1Xz7rt58yYHDhygdOnSHDhwwPKCWrPZzMcff8yiRYvw9PTM1PzyIiVJIiIiIiJWFBQUlKn+CQkJj+3z119/0a9fP3r06GEponDr1i127txJdHQ0Xbt2JSwsjCJFijwyTqNGjbh58yabNm2iU6dOD13ftm0bderUoVatWkRHR1uSpPPnz3Po0CEiIiKy7T1QuUnb7URERERE8rFbt24xYMAAkpKS6NKli6V9+/bt1KlTh+eee44aNWpYSoU/isFgYPr06cybN48rV648dP3+ylS7du3YunUrN27cAO5VpXv77bcpVqxYts0rN2klSURERETEirJ7peXAgQOMHz+egwcPMmfOHCZPngzcS2g6duwIQPv27Vm/fj3dunV7bLyqVavStWtXZs6cmeY80rlz5/jll1947733KFy4MB4eHnz++ed07949W+eTFyhJEhERERGxoic9Y/SkGjduTJ8+fUhKSsLf35+XX36ZqlWr8uOPP3Ly5EkWL16MyWTizz//5Pjx41StWvWxMYcMGULHjh3Zs2ePpS02Nhaz2Yyfnx9w73xSVFRUgUyStN1ORERERCQfs7e3B+CZZ55h6tSpjB8/no0bN9K6dWt27drFjh072LVrF+3btyc6OvqJYjo4ODB9+nRWrFhhaYuNjWX+/Pns2LGDHTt2sH37dn777TeOHj2aI/PKTUqSREREREQKCG9vb5o2bcq777770ApPcHAwmzdvJjk5+YliNWzYkMDAQAAOHTrEnTt3aNmypeW6q6srAQEBBaJQw/8ymM1mc1YCXPvrenaNRUREREQkV/SctiPDax+Fe2Xrs1xdnLM1nmQ/rSSJiIiIiIg8QIUbRERERETyqcTERHx9falYsSIGgwGTyUSFChWIjIxkyJAhjBo1ihIlStC6dWtCQkIICwuz3PvVV18xdOhQ1q1bR4kSJSxxAFJTU0lOTmbkyJH4+PiwceNGZs+eTenSpdM8/4MPPqB48eLcvHmT+fPns2fPHmxsbHB0dOTNN9/k5ZdftubXkW2UJImIiIiIWFF8fHym+j+uGl65cuWIjY21fJ4/fz5Lly5N06d48eLs2LEjTZK0bds23NzcMoxz9OhR+vXrh4+PDwA+Pj5ERESkO4Zhw4ZRv359tmzZgq2tLSdOnCA0NBR3d3cqVar05JPNI5QkiYiIiIhYUVBQUKb6JyQkZKp/48aNWbNmTZo2FxcXypYty+HDh/H09CQ5OZnff/+dypUrZxgnMTERFxeXxz7vwIED3Lhxg2HDhlnaKlWqxJQpU0hJScnU2PMKJUkiIiIiIgWE0WgkLi6OOnXq8P3336e55uPjw/bt2/H09OTbb7+lefPm7N+/33L97NmzBAQEcOfOHa5evcpLL73EkiVLLNe3bduWZhXsueee49133+XQoUM0aNDgobE8WAkvv1GSJCIiIiJiRdldMvt+cmMwGDAajTRo0ICQkJCHkqQ2bdrQs2dPRo4cydatW+nfv3+aJOn+druUlBTGjRuHs7Nzmq1yGW23S01NTfN57ty57Nmzhzt37uDt7c2YMWOydb7WoCRJRERERMSKHnfGKLP+9yxRRtzc3ChRogS//PILp0+fpmrVqun2s7e3Z+rUqbRt2xZvb29atGjxyLi1atVi3rx5ls+jR49m9OjRbNy4kYMHD2ZqLnmFSoCLiIiIiPxN+Pj4MGPGDJo1a/bIfi4uLgwZMoQ5c+Y8tFL0vxo0aEDhwoVZtmyZ5QzS9evX2bdvH7a2ttk2dmtSkiQiIiIi8jfRtm1bDh06hK+v72P7du/enZs3b/L5558D984kBQQEpPlr//79GAwGli5dyl9//UWXLl3w8/OjW7dulClThlGjRuX0lHKEwWw2m7MS4Npf17NrLCIiIiIiuaLntB0ZXvso3Ctbn+Xq4pyt8ST7aSVJRERERETkASrcICIiIiKSD40fP54jR45w69YtLl++jLu7OwClS5emY8eO+Pn5WfpOmTKFunXr0rlzZ44ePcqsWbO4du0aJpOJf/zjH4wePdpyfujjjz9mw4YNmEwmHBwcGDlyJE2aNAFgzpw57Nq1C7PZTLdu3ejTp4/V520NSpJERERERKzowXcNPYmMquG99dZbAOzbt48VK1awcuVKAMLCwh4Zb8SIESxYsIBq1aqRkpLC66+/zqeffsprr73GmjVr2L9/Px999BFOTk4kJCTQt29foqKiSEhI4NixY8TGxnL37l26du1K06ZNM6ySl58pSRIRERERsaKgoKBM9U9ISMjW51+6dInr1+/VFbC3t2fChAncuXMHs9nMP//5TzZs2ICTkxMAHh4ezJ07Fzs7O8qWLcvIkSOxtbXFyckJd3d3zp8/ryRJRERERETyt3HjxtGvXz/KlClDkyZNaN++PY0aNeLKlSsYjUZKliyZpv/9rXalSpWytB08eJCjR4/y4osvWnXs1qIkSURERETEiqKionI0vsFgSLfdxuZezbZu3brRtm1bvv32W77//nsGDRrEG2+8QceOHXFwcHhs/EOHDjF8+HAiIyMpWrRoto49r1CSJCIiIiJiRRmdMcouLi4u/PXXX2narly5gqurK7///jtbtmxhyJAh+Pn54efnR/v27Zk3bx69e/fGxsaGS5cuUaJECcu97733Hh4eHrz88st8++23hIWFMWfOHMsKU0GkJCmXZVSTP7vr8YuIiIjI30OjRo1YtWoVnTt3xtHRkTNnznDw4EEiIiKws7NjzZo11K1bl6ZNmwL3zjx5eHgA0LNnT6ZPn05kZCSFCxfm8OHDrF27ln/961+cOnWKsWPHsnz5cmrXrp2bU8xxSpJERERERAqQ1q1bc/z4cbp06YLBYMDe3p5Zs2bh5uYGwNKlS5kzZw5TpkzBzs6OWrVqMXnyZABCQkJ47733LMUlChcuzPz583F3d2fKlCmkpKRY+gKMHDmSli1bWn+SOcxgNpvNWQlw7a/r2TWWvyWtJImIiIjkvox+J4Ps/73M1cU5W+NJ9rPJ7QGIiIiIiIjkJdpuJyIiIiKSTyUmJuLr60vFihUBuHPnDq1bt+bNN9/k888/t5xFui8uLo49e/YQGRnJ1atXmTp1KidOnMBsNvPCCy8QHh5OiRIlWLRoEevWraN48eIYDAaMRiNdu3alT58+lljHjx9n3LhxbNq0CYDk5GTGjx9PQkICdnZ2hIeHU69ePat+H9lFSZKIiIiIiBXFx8dnqv/jquGVK1eO2NhYAIxGI5MnT2bhwoVUqlTpkfe988471KtXjwULFgCwYsUKIiIiePfddwEIDg4mNDQUgLt37+Lv70+zZs2oUqUKW7ZsITIy0vLSWYD169dTqFAhPv/8c06cOMGAAQPYsSPjbYx5mZIkERERERErul8U4UklJCQ8cV87OztGjx6Nn58fY8aMeWTfS5cuUaZMGcxmMwaDgR49evDvf/873b6Ojo7Url2b3377jSpVqrB582bmzJlDeHi4pU+PHj0wGo0A/PHHH7i4uDzxuPManUkSERERESlAihcvjo2NDVeuXHlkv0GDBvHJJ5/QtGlTRo4cyY4dO2jQoEG6fc+dO8fPP/9MjRo1AFi+fDnlypV7qJ+dnR3Dhw9n0KBBBAcHZ30yuUQrSSIiIiIiVhQVFZXjzzAYDJQsWZIzZ86kab+/agRQu3Ztvv76a/bt28f333/PggUL2LZtG0uWLAFgzZo1xMXFYTabcXBwYMSIEbi7uz/22YsWLeKPP/6ge/fu1K9fn+eeey77J5jDlCSJiIiIiFjR484YZdWlS5ewsbHB2dmZ69fTvq7nypUrFCtWDLPZTHh4OJMmTaJFixa0aNGCIUOG0Lx5c27cuAGkPZP0JA4dOoSbmxvly5enbNmy1K1blxMnTuTLJEnb7URERERECojk5GTmzZtH9+7dqVu3LgcOHOCPP/4A4NatW8TFxfHSSy9hMBg4ceIE77//Pvdfm3ry5ElKlSpFkSJFnurZBw4cYMGCBZjNZi5evMjhw4epWbNmts3NmrSSJCIiIiKSj509e5aAgAAMBgMmk4kWLVowaNAgbG1tmTJlCkOHDiU1NZWUlBS6dOlCy5YtgXvV7WbOnImXlxeFCxemZMmSLFmyxLIdL7N69OjBlClT8Pf3x87OjgkTJlCqVKnsnKrVGMz3U8endO2v64/vJBnK6O3O2f1mZxERERHJWEa/k0H2/17m6uKcrfEk+2m7nYiIiIiIyAO0kiQiIiKSx2inifU9aiUpI0/79yO7VpLGjx/PkSNHuHXrFpcvX7ZUnjt9+jSrVq2ibt26afr36tWLP//8k0KFClna6tSpQ0REBFevXmXy5MmcPn2aQoUKMXfu3CeqZFdQ6UySiIiISB6jZKhgi4+Pz1T/jKrhvfXWWwDs27ePFStWsHLlSuBeMpSR2bNnP5Q8AcyaNYuaNWuyaNEioqOjmT9/Pu+8806mxlmQKEkSEREREbGioKCgTPVPSEjIoZHcYzab2bVrFxEREQAEBATQqFGjHH1mXqckSURERETkb2LcuHFpttuFhITQvHlznJycWLFiBbt376Z48eKEh4fn4ihzn5IkERERERErioqKyrVnp7fd7sKFC/zxxx+4u7uzfv16Nm7cyKRJk/jggw9yZ5B5gJIkEREREREryuiMUW555plnsLOzw9fXFwBfX18iIyNzeVS5SyXARURERET+xhwcHHjppZeIi4sDYNeuXVSrVi2XR5W7tJIkIiIiIlLA9O7dGxube+shtra27N+/H3j4TJKLiwtr165l1qxZTJgwgQ8++ABnZ2cWLlyYK+POK/SeJBERERH528uP70mSnKPtdiIiIiIiIg9QkiQiIiIikk8lJiZSrVo1fvrpJ0vbxYsX8fK6t8p19OhR+vXrR0BAAO3bt2fhwoU8uJFs3bp1+Pn54e/vT5cuXfjss88s1xYtWkTz5s0JCAggMDAQHx8fevXqxcWLF9OMYezYsZbzTAWFziSJiIiIiFhRfHx8pvo/rhqenZ0dU6ZMYdOmTTg4OFjaz507x5tvvsnChQupVq0ad+/eZfjw4fzzn/9kwIABbN68me3bt7N27Vrc3Ny4cuUKQ4YMITU1lYCAAACCg4MJDQ21xJw5cyarV69mzJgxXLlyhSlTprBnzx5atmyZqTnldUqSRERERESsKCgoKFP9ExISHnm9fPnyVKlShRUrVjBs2DBL+7/+9S+6dOliqVTn6OjIlClTOHfuHABLlixhzZo1uLm5AeDm5saMGTMYNmyYJUl6UEpKChcuXMDT0xOArVu30rRpU4oWLZqp+eQHSpJERERERPK5SZMmERgYiK+vLy4uLsC95KpHjx5p+pUvX57y5ctz+/ZtkpOTKVWqVJrrlStXJikpidu3bwOwZs0a4uLiuHr1Kvb29vj5+dGnTx8AS+xDhw7l8OysT0mSiIiIiIgVRUVFZXvMEiVK8MYbbzB58mQWLFgAgMFgSLP97kG3b98mJSUl3WtGo9Fybun+drvTp08THBxM8+bNM4xZkChJEhERERGxosedMXpa3bp1Y/Pmzaxbtw6A6tWr8+9//5smTZpY+hw7dox169YRHh6Og4MDiYmJlC9f3nL9119/5dlnn8XJySlN7AoVKjBixAjCwsLYsmULjo6OOTKHvELV7URERERECojp06ezevVq4F7S9Omnn3L8+HEAbt68ydtvv03ZsmUBGDJkCOPHjycpKQmAS5cuMWnSJAYOHJhu7I4dO+Lq6srHH3+c8xPJZVpJEhEREREpIJ5//nkGDBhAVFQUZcuWJTIykvDwcG7dukVycjJ+fn70798fgK5du2JnZ0efPn0wmUzY2toSEhJCYGBgurENBgOjRo1i5MiRdOvWDWfngvtSXIP5wULpT+HaX9ezaywiIiIiIrmi57Qdmb7no3Cvp3qWq0vBTS4KCm23ExEREREReYCSJBERERGRfCwlJYVFixbh6+tL+/btad++PRs2bLBcX7duHX5+fvj7+9OlSxc+++wzy7WwsDDi4uLSjfvLL7/Qt29f2rVrh7e3N6+//jp//vlnmj7R0dHUrFnzofYtW7bQqVMnfHx8eO+99yztSUlJhIWF0bFjR/z8/BgxYgRXr17Nhm8he+lMkoiIiIiIFcXHx2eq/+Oq4U2dOhVbW1tiYmJwdHTkwoULhIaGUrZsWS5evMj27dtZu3Ytbm5uXLlyhSFDhpCampruC2PvO3nyJG+88QbvvPMOdevWBeDjjz/mzTff5JNPPrH0i4mJoVWrVmzcuJFBgwZZ7p0zZw4bNmygcOHCBAYG4u3tzfPPP09oaCi9e/cmMjISuPdC2zFjxvD+++9n6jvJaUqSRERERESsKCgoKFP9ExISMrx24cIFvvvuO7788kvs7e0BKFWqFFOnTsVoNLJkyRLWrFmDm5sbAG5ubsyYMYNhw4Y9Mkn64IMP6N+/vyVBAnjttde4e/cuRqMROzs7EhMTOXXqFGFhYYwYMYKBAwdiMBj4+uuvCQgIsDxz5cqVPPPMM+zduxcXFxc6dOhgiRkaGsr27dsxm80YDIZMfS85SdvtRERERETyqUOHDlG7dm1LgnRfvXr18PT0JDk5mVKlSqW5VrlyZZKSkrh9+3aGcePj42nYsOFD7X379sXO7t46S0xMDN7e3tSqVQuDwcAPP/wAwJkzZ7hz5w4DBw4kICCAnTt3UqRIERISEqhWrVqaePb29vj5+eWpBAm0kiQiIiIiYlVRUVHZFis1NTXN5zVr1rBhwwZSUlIoW7YsKSkp6d5nNBp5VJHrB68lJyfTrVs3AK5du8aSJUuoWbMmn332GREREQD4+voSHR1NkyZNMJlM7Nu3jw8//BCDwUDPnj2pUaMGBoMBBweHrE7ZKpQkiYiIiIhY0ePOGGWGp6cnkZGRlvccBQcHExwczL59+1ixYgUODg4kJiZSvnx5yz2//vorzz77LE5OTo+Me+DAAapUqYKDgwOxsbEA9OrVi5SUFA4cOMCZM2cICwvDYDCQkpLC1atXSUpKokSJEjRt2hQXFxcAmjVrxuHDh6levTqrVq1K8xyj0ciwYcOYN28eRYoUybbvJau03U5EREREJJ8qV64cTZs2Zfr06dy5cweAO3fusGfPHmxtbRkyZAjjx48nKSkJgEuXLjFp0iQGDhz4yLgDBgzg/fffT1Nk4tixY5w5cwYbGxtiYmLo3bs333zzDTt27GDPnj3UrFmT2NhYWrZsya5du7h58yZ3795l3759VKtWjUaNGnHx4kW2bNkC3FsFW7RoESaTKU8lSKCXyYqIiIiI5OuXyRqNRv75z3+ydetWTCYTt2/f5uWXX2bgwIGULFmSmJgYVq1aZVltCgkJITAwEPhvCfD754wAtm7dSqlSpTh27Bjz58/n/Pnz3LhxgzJlytCrVy9atWpFixYtWLduHc8//7zlvi1btrBkyRLi4uL417/+xUcffYTRaOTVV1+lT58+wL1CExEREZw+fRqj0YinpyeTJk3C1dU1W7+TrFKSJCIiIiJ/e/k5SZLsp+12IiIiIiIiD1DhBhERERGRfCopKYnZs2dz5MgRTCYTVatWJTw8nGLFirF3716WLFnC9evXMZlMdO/enZ49ewLg5eWFk5MTtra2JCcnU6VKFSZOnGgpF/6ouHfv3mX69On88ssvAMyYMYNatWpx4cIFxo0bx6VLlyhZsiQzZ86kbNmyufbdZIVWkkRERERE8iGTyURoaCjNmzdn8+bNxMXFUblyZcaMGcPhw4eZOXMmb7/9NrGxsXzyySds2LDBUjQBYNWqVcTGxvLFF1/wj3/8g2HDhj02LsDy5csxGAzExsYybtw4ZsyYAcDs2bNp2rQpn3/+OSNGjGDKlCnW/1KyiVaSRERERESs6MGKcU8io5Lhe/fuxcXFhQ4dOljaQkND2b59Ox988AGDBw+2rOS4uLgQGRmJ0WhMN1bXrl358MMPOXbsGJcuXcowrtlsZvv27SxbtgyApk2bUrJkSQASEhIYMWIEALVr1+bYsWPcvXsXR0fHTM03L1CSJCIiIiJiRUFBQZnqn5CQkGF7tWrV0rTZ29vj5+fHsmXLGDp0aJprHh4ej3xOpUqV+O233zh37lyGcQHOnj3Lrl27iIuLw97enkmTJgFQvXp1tmzZwsCBA9m3bx+XL1/m6tWrli18+Ym224mIiIiI5EMGgwEHB4dMX3sUR0fHx96bkpLCtWvX+PTTTxkyZAhvvPEGcK+c+OHDh/H392f37t1UqVIFe3v7TI8hL9BKkoiIiIiIFUVFRWVLnOrVq7Nq1ao0bUajkWHDhvHcc89x+PBh3N3dLdd27drFkSNHGDx4cLrxjh8/TsWKFXFycsow7rx58yhRogS+vr4ANGnShGvXrnHjxg1u377N7NmzcXJyIiUlhc8++yzPvf/oSWklSURERETEiurUqZOpvzLSqFEjLl68aCnGkJqayqJFiyyFF5YsWcK5c+cAuHLlCvPmzeO5555LN9a6desoWbIkL7zwwiPjFilShJYtWxIXFwfAoUOHcHZ2pkiRIqxdu5YNGzYAsH79eho2bIitrW22fW/WpJfJioiIiMjfXn59meyFCxeIiIjg9OnTGI1GPD09mTRpEq6urnz11VcsW7YMo9GIyWSiZ8+edO/eHUhbAhzgueeeIzw8nOLFiz827vXr15kyZQrHjx/Hzs6OOXPmULVqVS5dusSIESO4cuUKZcuW5e233+aZZ57Jtrlak5IkEREREfnby69JkuQMbbcTERERERF5gAo3iIiIiIjkYykpKSxfvpwtW7ZgMBgA6NevH126dAHunTdas2YNNjY2ODg40KdPH/z9/YF7FelatGhhKe/9oF9++YX58+fzxx9/YDQaqVGjBpMmTeLZZ5+19ImOjmbq1Kl88803adrnzJnDzp07MRgMDBkyhPbt2zN+/HiOHDnCrVu3uHz5sqWoxIwZM6hVq1aOfT9PQ0mSiIiIiEg+NnXqVGxtbYmJicHR0ZELFy4QGhpK2bJluXjxItu3b2ft2rW4ublx5coVhgwZQmpqKgEBARnGPHnyJG+88QbvvPMOdevWBeDjjz/mzTff5JNPPrH0i4mJoVWrVmzcuJFBgwYB8NNPP7F//342b95MUlISfn5+eHt789ZbbwGwb98+VqxYwcqVK3PuS8kiJUkiIiIiIlYUHx+fqf6PqnB34cIFvvvuO7788kvLO4lKlSrF1KlTMRqNLFmyhDVr1uDm5gaAm5sbM2bMYNiwYY9Mkj744AP69+9vSZAAXnvtNe7evYvRaMTOzo7ExEROnTpFWFgYI0aMYODAgRgMBlJTU7l79y4pKSncvn07X74rSUmSiIiIiIgVBQUFZap/QkJChtcOHTpE7dq1H0pE6tWrx+3bt0lOTqZUqVJprlWuXJmkpCRu376dYdz4+HiCg4Mfau/bt6/lzzExMXh7e1OrVi0MBgM//PADTZo0oWHDhjz//PP84x//4Pbt24SFhT3Vi21zk5IkEREREZF8KjU1Nc3nNWvWsGHDBlJSUihbtiwpKSnp3mc0GnlUkesHryUnJ9OtWzcArl27xpIlS6hZsyafffYZERERAPj6+hIdHU2TJk348ssvuX79Ort37+bGjRv07t2bF198kerVq2d1ulajJElERERExIqioqKyLZanpyeRkZGYTCZsbW0JDg4mODjYcu7HwcGBxMREypcvb7nn119/5dlnn8XJyemRcQ8cOECVKlVwcHAgNjYWgF69epGSksKBAwc4c+YMYWFhGAwGUlJSuHr1KklJSXz33Xe0a9eOQoUKUahQIf7xj3+wf/9+JUkiIiIiIpK+R50xyqxy5crRtGlTpk+fTlhYGIUKFeLOnTvs2bMHW1tbhgwZwvjx43n33Xd55plnuHTpEpMmTWLgwIGPjDtgwABCQ0OpVq2aZbzHjh3jzJkz2NjYsHHjRnr37s24ceMs93Tv3p3Y2FiqVavG119/TZcuXbh79y779u1j4sSJ2TZna1CSJCIiIiKSj02bNo1//vOfdO/eHZPJxO3bt3n55ZeZOXMmJUuWxM7Ojj59+lhWm0JCQggMDLTcHxYWxqRJkyyft27dSsWKFVm8eDHz58/n/Pnz3LhxgzJlyjB+/HiqVavGtm3bWLduXZpxBAcHs2TJEjZv3syvv/6Kr68vDg4OdO7cmfr161vr68gWBvOjNiM+gWt/Xc+usYiIiIiI5Iqe03Zk+p6Pwr2e6lmuLs5PdZ9Yj01uD0BERERERCQv0XY7EREREZF8KjExEV9fXypWrAjcq3aXnJxMly5diIuLA+D06dM8++yzFCpUCE9PT1JTUzly5Ai3bt3i8uXLuLu7AzBjxgw+/vhjLl68mOZFr1OmTKFu3bp07tzZ+hPMJUqSRERERETysXLlylmqzwEcPXqUfv368f333wP3KtKNGjUqzYthAUsFvAcTovvtsbGxj3zZbEGnJElERERExIri4+Mz1T+z1fASExNxcXHJ1D0P6tu3L3PmzKFFixa4ubk9dZz8TEmSiIiIiIgVBQUFZap/QkLCI6+fPXuWgIAA7ty5w9WrV3nppZdYsmTJU4/Pw8ODzp07ExkZydtvv/3UcfIzFW4QEREREcnH7m+3+/zzz2nWrBnFihWjUqVKWYo5dOhQ4uPj+e6777JplPmLVpJERERERKwoKioqR+La29szdepU2rZti7e3Ny1atHjqWI6OjkybNo1Jkybx4osvZuMo8wclSSIiIiIiVpTZM0aZ4eLiwpAhQ5gzZw7NmjXDxubpN4699NJLNGrUiM2bN/PSSy9l4yjzPm23ExEREREpQLp3787Nmzf5/PPPsxxr3LhxuLq6ZsOo8heD2Ww2ZyXAtb+uZ9dYRERERERyRc9pOzJ9z0fhXk/1LFcX56e6T6xHK0kiIiIiIiIPUJIkIiIiIpIP9erViz179lg+Dx06lI4dO1o+/+c//8HPz49q1aoREBBAQEAAHTt2xNvbm48//hi49+LYOnXqcPr0act9Bw8epFevXtabSB6kJElEREREJB9q3LgxBw8eBMBkMvHrr79iNpu5ePEiAD/99BNNmjTB3t6e2NhYYmNj2bx5Mx9//DHz58/nxo0blnvDw8Nzaxp5kqrb5bKM9r8+7R5XEREREcnb4uPjM9U/o2p4jRs3Zvny5QAcOnSI6tWrU6pUKb777jsCAwP56aefaNu2LevWrUtz359//omtrS0ODg4ANGrUiJs3b7Jp0yY6der0FDMqeJQkiYiIiIhYUVBQUKb6JyQkpNtep04dEhISMJvNfPfddzRt2pRSpUqxZcsWAgMDiY+PZ9KkSaSkpBAQEEBycjJXrlyhVq1aLF++3JIkGQwGpk+fTt++fWnZsmWW51cQKEnKZdZaMXpUxZZHjUErXSIiIiJ5k4ODA5UrV+bEiRN8//33zJ49Gzc3N2bNmsWff/6Ji4sLLi4ulu12ZrOZt99+mxMnTlC3bt00sapWrUrXrl2ZOXPm3/48EihJ+ttQUiMiIiKSN0RFRWVbrMaNG/PDDz9w+fJl3N3dAShZsiRffvklTZo0SdPXYDAwcuRIOnbsyLp16+jevXua60OGDKFjx45pikH8XWU5SbJmTXmxvrzw9+ppV8FERESk4Mru3w+s+TtFRmeMnkbjxo2ZPHkyjRo1srQ1adKEjz/+mMmTJz/U397entGjRzNlypQ0lfDg3srU/W13/7vS9Hej6nYiIiIiIvlUrVq1+OOPP9KsGjVt2pQzZ87w4osvpntP69atqVChAh9++OFD1xo2bEhgYGBODTff0HY7EREREZF8yt7enp9//jlN24svvsgvv/xi+fzgn+/717/+Zflz48aN01ybPn16No8y/9FKkoiIiIiIyAOUJImIiIiIiDxA2+1ERERE5G/vaQpB5KXiUt9//z0hISFER0dTu3ZtADw8PJg3bx4dOnSw9KtVq1aa7XfR0dFMnTqVb775hmeffRaAxMREfH19qVixIgaDAZPJRIUKFYiMjMTZ2RmTycTy5cv58ssvMZvNODs7M3HiRKpXr26Je/z4ccaNG8emTZssbatXryYmJobbt28zaNCgPP3iWiVJIiIiIiJP4WkTofj4+Ez1f5JqeDExMbRp0yZNkmRjY8Ps2bNp3rw5xYoVy/C+Vq1asXHjRgYNGmRpL1euHLGxsZbP8+fPZ+nSpYwbN463334bk8lEdHQ09vb27N27lwEDBrBt2zaKFCnCli1biIyMxMnJyXL/3r172bRpE59++im3b9/G39+fNm3aULRo0Ux9F9aSY0mSSjM/Gb2s9fH+bt9FXvq/UiIiIrmpoP43MSgoKFP9ExISHnn91q1b7Ny5k+joaLp27UpYWBhFihTBzs6Ojh07Mnv2bN56662H7ktMTOTUqVOEhYUxYsQIBg4ciMFgSPcZjRs3Zs2aNdy4cYPPPvuMnTt3Ym9vD9wrOR4REYHRaARg8+bNzJkzh/DwcMv927dvp2fPnhQuXJjChQvz8ccf4+DgkKnvwZq0kpTL8vM/4CIiIiI56VG/JxXUBOppbN++nTp16vDcc89Ro0YNtmzZQrdu3QAYPnw4HTt2ZO/evQ+9XDYmJgZvb29q1aqFwWDghx9+eKgPgNFoJC4ujjp16nDy5EnKlSv3UILj5fXf73z58uUkJiamuX7mzBnc3NwICQkhKSmJQYMG8fzzz2fTN5D9cixJ0g+uiIiIiGSFNX+ftObvp1FRUdkaLyYmxvJi2Pbt27N+/XpLklSoUCGmTZtGeHg4mzdvTnPfZ599RkREBAC+vr5ER0dbkqSzZ88SEBCAwWDAaDTSoEEDQkJC+M9//vNUK0Amk4lDhw6xfPlyrl69yquvvkqtWrUoV65cVqaeY7TdTkRERETEip7kjNGTunDhAj/++CMnT55k8eLFmEwm/vzzT44fP27p06RJE1588UUWL15saTtw4ABnzpwhLCwMg8FASkoKV69eJSkpCXj4TNJ9lSpV4tSpUyQnJ6dJlmbNmkWHDh0s56H+V4kSJahXrx6Ojo6UKlWKWrVqcezYsb9fkiQiT0f/gyH/00q6iIhYS2xsLK1bt+bdd9+1tI0aNYro6Og0/cLCwvD397ecG4qJiaF3796MGzfO0qd79+7Exsbi7e2d4fMKFy6Mj48Pc+fOZezYsdjZ2bFr1y62bdvG66+/nuF9L7/8MtHR0QQFBXHz5k0OHz7M6NGjn3baOS7PJUkqZCAi+Z3+fSUikvP0P6TuiY2NZeLEiWnagoODCQ0NJTk52dJWrFgxxo4dy+jRo0lOTmbbtm2sW7fuofuWLFnyyCQJYNy4ccybN4/AwEAMBgPFihVjxYoVj6xU1759e3777Tc6duxIamoqI0eOxN3d/SlmbB0Gs9lszkoA/1EPL8PB3+uHU0RERESy36MSoUfJ67+Huro45/YQ5DFscnsAIiIiIiIieUme224nIiIiIiKPN378eI4cOcKtW7e4fPmyZfva6dOnKVy4MHv27MHW1ha4V12uWbNmtG3bloiICHr16sWff/5JoUKFLPHq1KljuXbixIlH3r9v3z5mzZqFyWTC09OTGTNmYGdnh5eXF05OTtja2mI0GqlduzZTp07F0dHR+l9QFihJEhERERGxovj4+Ez1z6ga3v0XxO7bt48VK1awcuVKAHr16sWpU6fYv38/jRs3BuD//u//HnpR7OzZs6lbt266se3s7B55/+TJk1m6dCmVK1fm9ddf5/PPPycwMBCAVatWUbJkSeBeEYn169fz2muvZWrOuU1JkoiIiIjkSU/7Mtm8LigoKFP9ExISMv2Mtm3bsn37dkuS88UXX9CmTZtsu99kMnH9+nWMRiO3b99Od6XIaDRy69YtSpQokenx5zadSRIRERERKWBatWrFrl27MJvNmEwm/v3vfz+0IjVu3DgCAgIsf8XExDzx/RMmTCA4OJh//OMfXL9+PU1FvJCQEAICAvjHP/5BYmIizZs3z/H5ZjetJImIiIiIWFFUVFSOP6NIkSJUrlyZn3/+mbt379KoUaNMbbd71P23bt3i7bffZv369VSpUoW33nqLd955x/LOpfvb7cxmM7Nnz2bmzJnMmjUrR+eb3ZQkiYiIiIhYUUZnjLJbu3bt2L59O7dv36ZLly785z//yZb7//Of/+Dm5oaHhwdwb/vggy+lvc9gMBAYGMioUaOyPhkr03Y7EREREZECyMvLi507d3L06FFq166dbfdXqFCBM2fOcPr0aQC++eYbatSokW6MH374IcNreZlWkkRERERECiAXFxfc3d2pUqVKutfHjRuXpgS4i4sLa9eufez9xYoVY/r06QwZMgSDwYC7uzszZ860XA8JCcHW1hYbGxvc3Nzy3VY7AIPZbDZnJYD/qNh02/P6m45FREREJP96VHW7vP57qKuLc24PQR5D2+1EREREREQekGPb7fJzdi8iIiIikteNHz+eI0eOcOvWLS5fvoy7uzsAM2bMAGD+/Pn88ccfGI1GatSowaRJk3j22WfZt28fgwcPtvQHePbZZ3n//ffx8vLCyckJW1tbjEYjtWvXZurUqTg6OnLs2DGmTp3K7du3cXV15a233qJcuXK5MveclmPb7R7laV4MpsRKRERERAqC30/+lqn+j6uGt2/fPlasWMHKlSsBOHnyJP369eOdd96xlPj++OOPiYuL45NPPnmo/4O8vLxYt24dJUuWBGDUqFG8+OKLvPbaa3Tu3JmJEydSv3591q9fz+7du3n33XczNZf8Is8VblAyJCIiIiIFWVBQUKb6JyQkZKr/Bx98QP/+/dO8A+m1117j7t27GI3GJ45jNBq5desWJUqUAKBnz57Ur18fAA8PD6u87ym35LkkSUREREREnl58fDzBwcEPtfft29fy559//pmAgADL5/Hjx/PSSy8B/61Od/HiRYoXL07z5s0B6Ny5MwCpqaksWbIEb2/vnJxGrlKSJCIiIiJiRTm9AvPgaZrk5GS6desGwLVr11iyZAkA9erVS3e7HcCqVasoWbIkZrOZ2bNnM3PmTEsZb5PJxKRJk0hJSSEkJCRH55GblCSJiIiIiFjR484YZZWnpycHDhygSpUqODg4EBt7r4ZAr169SElJeeI4BoOBwMBARo0aBdxLuF5//XXs7OxYtmwZ9vb2OTL+vEAlwEVERERECpABAwbw/vvvEx8fb2k7duwYZ86cwcYmc7/+//DDD9SoUQOAiIgIihQpwsKFC3FwcMjWMec1WkkSERERESlAKlasyOLFi5k/fz7nz5/nxo0blClThvHjx1O7dm327dv3yPvvn0mysbHBzc2NWbNmceHCBTZs2MDzzz9vOZtUpkwZli9fbo0pWV2eKwEuIiIiIlKQubo45/YQ5DG03U5EREREROQBSpJERERERPKppKQkwsLC6NixI35+fowYMYKrV68CsHfvXnr27ElAQAAdOnTgo48+stzn5eXFe++9lyZWu3btSExMZOzYsYSHh6e59t577zFo0CASExNp165dumOZM2cOHTp0wM/Pj9WrV2frPK1NZ5JERERERKzowYIKTyKjangmk4nQ0FB69+5NZGQkAEuWLGHMmDG88cYbzJw5kxUrVlC2bFn++usvevfujZubG+3btwfg/fffp127djz33HNp4o4fP54OHTrQqVMn6taty5kzZ/joo4/YsGEDycnJ6Y5lx44dHDt2jNjYWO7evUvXrl1p2rQpVatWzdRc8wolSSIiIiIiVhQUFJSp/gkJCem27927FxcXFzp06GBpCw0NZfv27XzwwQcMHjyYsmXLAuDi4kJkZCRGo9HSNzg4mMmTJ7NmzZo0cZ955hnCwsKYMmUKMTExREREMGrUKJ599lkSExPTHUvZsmUZOXIktra2ODk54e7uzvnz5/NtkqTtdiIiIiIi+VBCQgLVqlVL02Zvb4+fnx/Hjx9/6JqHhwc1a9a0fO7evTspKSmsX7/+odj+/v6ULl2akSNHYmNjQ2Bg4CPHUq1aNUvsgwcPcvToUV588cWnnFnu00qSiIiIiIgVRUVFZUscg8GQ4fuKHnXtwT4zZsygd+/evPzyyw9dnzp1Kt7e3nzzzTdPPKZDhw4xfPhwIiMjKVq06BPfl9coSRIRERERsaKMzhhlVvXq1Vm1alWaNqPRyLBhw3juuec4fPgw7u7ulmu7du3iyJEjDB482NJWqVIlXnnlFWbOnPlQ/LJly2Jra0upUqWeaDzffvstYWFhzJkzhyZNmjzlrPIGbbcTEREREcmHGjVqxMWLF9myZQsAqampLFq0yFLQYcmSJZw7dw6AK1euMG/evIeKNAAMHDiQhISEDM8bPYlTp04xduxYli5dmu8TJNBKkoiIiIhIvmRra8vy5cuJiIhg2bJlGI1GPD09mTt3Lq6urrz55psMGzYMo9GIyWSiZ8+elsp2D3JwcGD69Om89tprT/Tc33//nXr16lk+d+rUCaPRSEpKCpMnT7a0jxw5kpYtW2Z9ornAYDabzVkJ4D8qNtP3fBTulZVHioiIiIjkW64uzrk9BHkMbbcTERERERF5gLbbiYiIiIjkQ+PHj+fIkSPcunWLy5cvW4o0lC5dml9//RVnZ2cMBgM3b96kSpUqzJ07FycnJ3r16sWoUaMoUaIErVu3JiQkhLCwMEvcr776iqFDh7Ju3Trq1q3LnDlz2LVrF2azmW7dutGnTx9L3wsXLvDqq6+yY8cOa08/RylJEhERERGxovj4+Ez1z6ga3ltvvQXAvn37WLFiBStXrgQgLCyMUaNG4efnB9wr6PD6668TExNDjx490sQoXrw4O3bsSJMkbdu2DTc3NwB27NjBsWPHiI2N5e7du3Tt2pWmTZtStWpV9u7dy7Rp07h48WKm5pMfKEkSEREREbGioKCgTPVPSEjI0vNu377N5cuXcXV1feiai4sLZcuW5fDhw3h6epKcnMzvv/9O5cqVgXtlwEeOHImtrS1OTk64u7tz/vx5qlatyoYNG1iwYAHdunXL0vjyIiVJIiIiIvK313NaxtvF8mPRsXnz5vHee+9x5coVXFxc6Nq1a7qV7QB8fHzYvn07np6efPvttzRv3pz9+/cDUK1aNUu/gwcPcvToUV588UUA5s6dm/MTySVKkkRERERErCgqKirHn3F/u92hQ4cYMmQIL7/8MgaDId2+bdq0oWfPnowcOZKtW7fSv39/S5J036FDhxg+fDiRkZEULVo0x8ef25QkiYiIiIhYUUZnjHJC7dq16dGjBxMmTODTTz9Nt4+bmxslSpTgl19+4fTp01StWjXN9W+//ZawsDDmzJlTIF4U+yRUAlxEREREpADr27cvf/zxB9u2bcuwj4+PDzNmzKBZs2Zp2k+dOsXYsWNZunTp3yZBAq0kiYiIiIg8UkbnlfLLWaVChQoxbNgwFixYgLe3d7p92rZty4wZM5g5c2aa9pUrV5KSksLkyZMtbSNHjqRly5Y5OubcZjCbzeasBPAfFZtue375oRERERGRvKmgFVO4z9XFObeHII+h7XYiIiIiIiIP0HY7EREREZF8KikpidmzZ3PkyBFMJhNVq1YlPDyctWvXsm7dOooXL27pa2try8aNG9m4cSOzZ8+mdOnSGAwGUlJSaNWqFaNHjwZg/vz5bN26lSJFitC3b186dOhATEwMq1atssQ6deoUw4cPp1+/flafszUoSRIRERERsaL4+PhM9c+oGp7JZCI0NJTevXsTGRkJwJIlSxgzZgy1a9cmODiY0NDQdO/18fEhIiICgNTUVIKDg9m5cye2trbs2bOHTZs2YWtrS+/evalXrx6BgYEEBgYC98qBT548mddeey1T88hPlCSJiIiIiFhRUFBQpvonJCSk2753715cXFzo0KGDpS00NJTt27dz4sSJJ45vY2ND/fr1+e2330hNTaVly5Y4OTkB8OKLL/L999/TrVs3AMxmMxEREUycOJFChQplah75ic4kiYiIiIjkQwkJCVSrVi1Nm729PX5+fhgMBtasWUNAQIDlrxkzZqQb5+rVq+zevZvatWtTo0YNdu/ezY0bN7hx4wbff/89ly9ftvTdvXs3Li4uNGrUKEfnltu0kiQiIiIiYkVRUVHZEsdgMODg4JDh9Udtt9u2bZtl25/BYKBTp040aNAAgMOHD/Pqq6/y7LPP0rhxY+zs/psyrFu3jl69emXL+PMyJUkiIiIiIlaU0RmjzKpevXqaYgoARqORYcOG8cILL+Do6JjhvQ+eSXrQjRs38PPzsyRXU6dOpWzZsgDcvXuXQ4cOsWDBgmwZf16m7XYiIiIiIvlQo0aNuHjxIlu2bAHuFWBYtGgRJpPJcqYosxITE3njjTcwmUycP3+e3bt307RpU+De9r6qVas+cvWqoNBKkoiIiIhIPmRra8vy5cuJiIhg2bJlGI1GPD09mTt3LmvWrGHNmjXExcWluWfRokWPjFmtWjWaNWuGv78/NjY2TJ06lWLFigH3EqhSpUrl1HTyFIPZbDZnJYD/qNh02/PzW5BFREREJPf1nLYjw2v5+XdNVxfn3B6CPIa224mIiIiIiDxASZKIiIiISD4VFxdH586d6dixIwEBAWzatAmAWrVqPdT3fltycjKjRo2iQ4cOBAYG8vPPP1v63Lx5kxkzZuDj44Ovry+BgYHs3LnzoRgPSkxMpFatWgQEBNCxY0fat2+fbkGJ4OBgDh48mA2zznk6kyQiIiIiYkX3S28/qYyq4Z0/f54FCxawceNGnJ2duXLlCl26dKFmzZqPjLd+/XoKFSrE559/zokTJxgwYAA7dtzb2jhs2DDq16/Pli1bsLW15cSJE4SGhuLu7k6lSpUyjFmuXDliY+8dw7lz5w4dOnSgRYsWVK5cmTNnzhAWFsYvv/ySqXnnJiVJIiIiIiJWFBQUlKn+CQkJ6bYnJSVhNBq5efMmzs7OuLm5sXDhQp555plHxuvRowdGoxGAP/74AxcXFwAOHDjAjRs3GDZsmKVvpUqVmDJlCikpKU883tu3b2NjY4Oz872zV7GxsfTq1YuPP/74iWPkNiVJIiIiIiL5UPXq1WnWrBleXl54enrSpEkTOnXqRMmSJUlJSSEgICDDe+3s7Bg+fDg7duxg+vTpABw6dMjyQtkHtWzZ8rFjOXv2LAEBAaSmppKYmEi7du0slfDuJ11KkkREREREJF1RUVHZFmvGjBkMGjSI3bt3s2fPHgIDA1mzZg329vaW7W/3/e95okWLFvHHH3/QvXt36tevT2pqaprrc+fOZc+ePdy5cwdvb2/GjBmT4Tge3G5369Yt+vXrR0xMDIGBgdkzUStTkiQiIiIieVJ+LvP9KBmdMcqsnTt3cvv2bXx9fenRowc9evRg/vz5lpfLZuTQoUO4ublRvnx5ypYtS926dTlx4gS1atVi3rx5ln6jR49m9OjRbNy4MVMFF5ycnGjXrh3x8fH5NklSdTsRERERkXzI0dGRd955hzNnzgCQkpLCb7/9hoeHxyPvO3DgAAsWLMBsNnPx4kUOHz5MzZo1adCgAYULF2bZsmWWM0jXr19n37592NraPvG4UlNT+fHHH6lRo8bTTy6XaSVJRERERCQfatKkCaGhoQwcOJDU1FQMBgN+fn4EBgYyZcqUDO/r0aMHU6ZMwd/fHzs7OyZMmGA5P7R06VLeffddunTpgslkwmQy0a5dO/r37w/cKx9er149S6zGjRszadIky5kkg8GAyWSiXr16dO7cOWe/gBxkMJvN5qwE8B8Vm257QV0eFRERERHJClcX59wegjyGttuJiIiIiIg8QNvtRERERETyqcTERHx9falYsaJlq1uFChWIjIwkICAAJycny3miwoULEx4eTvXq1enVqxcnTpxgz549lusmk4lmzZrRtm1bIiIiLM8YO3YsLVu2xM/Pz9L27bffsmTJEq5du8bdu3dp3LgxEyZMoGjRotb9AnKIkiQRERERESuKj4/PVP/HVcN7sPw2wPz581m6dCkAq1atomTJkgB8//33TJo0iQ0bNgD33pW0f/9+GjduDMD//d//YTAYLHGuXLnClClT2LNnT5p3Jf3444/MnDmTxYsXU6lSJVJTU5k3bx7Tpk1jzpw5mZpbXqUkSURERETEioKCgjLVPyEhIVP9GzduzJo1ax5qb9iwISdPnrR8btu2Ldu3b7ckSV988QVt2rSxXN+6dStNmzZ9aHVo2bJlhIWFUalSJQBsbGwYMWIEa9euzdQ48zKdSRIRERERKSCMRiNxcXHprj5t3rw5TXurVq3YtWsXZrMZk8nEv//97zTX77976X/Fx8fTsGHDNG12dnaEhIRk40xyl1aSRERERESsKCoqKlvjPVh+22g00qBBA0JCQoiOjiYkJARbW1tMJhPu7u5pzhoVKVKEypUr8/PPP3P37l0aNWqUZrtdRlJTUy1/TkxMZOjQocC97XmxsbG4ubll6/xyg5IkEREREREretwZo8z63zNJD3rwTFJ62rVrx/bt27l9+zZdunThP//5z2OfV6tWLQ4cOEDz5s0pX7685dleXl6YTKanm0Qeo+12IiIiIiJ/U15eXuzcuZOjR49Su3btJ7pn2LBhvPXWW5w4ccLStn//fq5evYqNTcFIL7SSJCIiIiLyN+Xi4oK7uztVqlR54nsaNWrE5MmTmTZtGn/99Rd//fUXlSpVYunSpRQvXjwHR2s9BrPZbM5KAP9R6S/tfRTulZWwIiIiIiIFkquLc24PQR6jYKyHiYiIiIiIZBMlSSIiIiIi+VStWrUA2LdvH3Xq1OH06dOWawcPHqRXr16Wz6dOnWLYsGH4+PjQpk0b+vXrZzlXZDabeeutt2jfvj0dOnTgq6++su5E8hidSRIRERERsaL4+PhM9X/Sangmk4nw8HBWrVr10LWkpCRCQkIIDw+nZcuWAHz99dcMHjyYLVu28N133/Hrr7/y+eefc/XqVdq3b0/z5s0pVKhQpsZaUChJEhERERGxoqCgoEz1T0hIeKJ+jRo14ubNm2zatIlOnTqlubZu3Tp8fX0tCRJA69atuXTpEjdv3qRly5Y0a9YMGxsbLl26hIODA7a2tpkaZ0Gi7XYiIiIiIgWAwWBg+vTpzJs3jytXrqS5Fh8fT8OGDR+655VXXsHV1RUAOzs7Zs6cSefOnQkKCsLe3t4q486LtJIkIiIiImJFUVFRORa7atWqdO3alZkzZ6Y5j/S/Ba379OlDUlIS169fZ8KECXh7ewMwceJEhg4dSq9evWjYsCGNGzfOsbHmZUqSRERERESs6EnPGD2tIUOG0LFjR/bs2WNp8/T05MCBA7z88ssArF69GoCwsDDu3r3LiRMnMJlMVK1alWLFitG8eXOOHz/+t02StN1ORERERKQAcXBwYPr06axYscLS1qNHD7Zs2cKuXbssbWfOnOHYsWPY2Njw22+/ERERgdFo5MaNG3z77bfUq1cvN4afJ2glSURERESkgGnYsCGBgYH8/vvvALi5ubF69WrmzZvH3LlzuXv3Li4uLrz22mv4+PhgY2PDzz//TMeOHbG1taVnz554enrm7iRykcH8vxsUM8l/VGy67R+Fe2UlrIiIiIhIgeTq4pzbQ5DH0HY7ERERERGRByhJEhERERHJp5KSkggLC6Njx474+fkxYsQIrl69yqJFi2jevDkBAQH4+/vTuXNnvvnmG8t9Xl5eXLx40fJ56tSp9OnThzt37ljaxo4dS1xcnOXz3r176dSpEx07dmTw4MFcu3bNOpPMBUqSRERERETyIZPJRGhoKM2bN2fz5s3ExcVRuXJlxowZA0BwcDCxsbF89tlnLF68mOnTp3Ps2LGH4syePZuTJ0+yfPlyChUqxJUrVxg2bBjbtm2z9ElNTWX8+PEsXLiQzZs3U61aNZYvX261uVqbCjeIiIiIiFhRfHx8pvpnVDJ87969uLi40KFDB0tbaGgo27dv58SJE2n6li1blp49e7Jx40YmTJhgaV+0aBGHDx9mxYoVFCpUCICtW7fStGlTihYtaul39+5dxo4dS4UKFQDw8PBIk0QVNEqSRERERESsKCgoKFP9ExISMmyvVq1amjZ7e3v8/PxYtGjRQ/0rVarE3r17LZ8/+OADPvjgA9577z0KFy5sae/RowcAhw4dsrQVLlyY9u3bA/cSpvfff59+/fplah75ibbbiYiIiIjkQwaDAQcHh0zd4+joaPlzfHw8CxYsYNq0afz1119PdP+tW7cYMmQIHh4elqSpINJKkoiIiIiIFUVFRWVLnOrVq7Nq1ao0bUajkWHDhvHCCy+kSYgAjh8/TsWKFS2f586dS9myZfn222+ZNm0a8+bNe+Tzrl27xoABA/D09GTy5MnZMoe8SkmSiIiIiIgVZXTGKLMaNWrE22+/zZYtW2jfvj2pqaksWrQIk8mEk5NTmr5nzpwhKiqKf/7zn5Y2e3t7AMaPH4+/vz+fffYZ/v7+GT5vxIgRNGrUiNGjR2fL+PMyJUkiIiIiIvmQra0ty5cvJyIigmXLlmE0GvH09GTu3LmsWbOGNWvWEBcXh42NDfb29kyaNInnnnvuoThFixZl1qxZvPHGG9SvX5+yZcs+1Ofnn3/mu+++4+LFi+zZswe4l+xFRETk+Dxzg8FsNpuzEsB/VGy67R+Fe2UlrIiIiIhIgeTq4pzbQ5DHUOEGERERERGRB2i7nYiIiIhIPpWUlMTs2bM5cuQIJpOJqlWrEh4eTrFixdi/fz9z587l2rVr2NnZ4e3tzdChQ7Gzs2Pfvn0MHjwYd3d3DAYDKSkp1KlTh2nTpmFvb8/evXuZP38+d+7cwWw24+/vT2hoKADvvPMOcXFxlvcovf7667Ru3To3v4Zsp5UkEREREZF8yGQyERoaSvPmzdm8eTNxcXFUrlyZMWPGcPr0aSZPnszUqVP54osv2LBhA9euXSM8PNxyf7169YiNjSUmJoa4uDiSk5OJiooiOTmZsLAw3n33XTZv3sy6devYunUrO3fuBODf//437733HrGxscTGxha4BAm0kiQiIiIiYlXx8fGZ6p9RNby9e/fi4uJChw4dLG2hoaFs376d5cuXM3ToUMvLZh0cHBg/fjze3t5cuHAh3XiNGzfm2LFj3Lp1i+vXr3Pz5k0AnJyciIyMtLxw9ujRo8ydO5ezZ8/Spk0bhg8fjsFgyNSc8jolSSIiIiIiVhQUFJSp/gkJCRm230+C7rO3t8fPz4/Vq1czePDgh67VqVOHY8eOUahQoTTXbt++zfbt2/H396dYsWL07duXjh07UqlSJZo0aUJAQADu7u5cv36d2rVrM3HiREqWLMngwYOJiYmhU6dOmZpTXqftdiIiIiIi+ZDBYMDBwSHda7du3cJoND7UnpycbPnzzz//TEBAAAEBAQQFBVGjRg3Le5KGDRvGzp076d27N5cuXeLVV1/lyy+/xNnZmeXLl+Pu7k6hQoV47bXXLCXBCxKtJImIiIiIWFFUVFS2xKlevTqrVq1K02Y0Ghk2bBgVK1bk4MGDvPDCC5ZrycnJHDt2jGrVqvH7779Tr149Vq5c+VDcgwcPcuTIEXr06EGXLl3o0qULUVFRbN68mWrVqvHTTz8RGBgI3DsXZWdX8FKKgjcjEREREZE8LKMzRpnVqFEj3n77bbZs2UL79u1JTU1l0aJFmEwmRo0axdChQ6levTrVqlUjJSWFGTNm0LRpU0qVKsXvv/+eYVxXV1eWLFlC3bp1qVGjBmazmePHj+Ph4UGhQoWYM2cOTZs2xc3NjaioKF555ZVsmU9eoiRJRERERCQfsrW1Zfny5URERLBs2TKMRiOenp7MnTsXV1dX5syZw8yZM7ly5QomkwkfHx+GDRv22LgvvPAC06dPZ+LEidy6dQuDwUDz5s0JDQ3FwcGBCRMmEBISgtFopG3btrRt29YKs7Uug9lsNmclgP+o2HTbPwr3ykpYEREREZECydXFObeHII+hwg0iIiIiIiIPUJIkIiIiIpLPLVq0iBUrVuDl5cXFixfTXGvXrh2JiYkkJiZaCi/cd/HiRby87u0A27hxI40bNyYgIICOHTvi7+/Pxo0brTqPvEJnkkRERERE/ibs7OyYMmUKmzZtSrd8uI+PDxEREQBcvXqVPn36ULx4cVq2bGntoeYqJUkiIiIiIlYUHx+fqf7ZVQ0PoHz58lSpUoUVK1Y8tohDsWLFGDx4MFFRUUqSREREREQk5wQFBWWqf0JCQrY+f9KkSQQGBuLr64uLi8sj+1auXJmTJ09m6/PzA51JEhEREREpIAwGw0NtZrMZG5v//tpfokQJ3njjDSZPnsyTFLp2dHTM1jHmB1pJEhERERGxoqioqGyJs3//fp5//nlKlCiB2WzG1tYWFxcX/vrrL0qWLGnpd/XqVVxcXLh69aqlrVu3bmzevJl169Y98hkJCQlUrFgxW8abnyhJEhERERGxouw6Y7R+/Xrq169Pt27dOH78OB06dKBRo0Zs3LiRMWPGALBt2zYqVKhA0aJF0yRJANOnT6dLly64urqmG//y5cu8//77TJgwIVvGm58oSRIRERERyYcGDBjAmDFj+Oc//0n16tVp3bo1zZs3Z/r06XTo0AGz2cyzzz7LvHnz0r3/+eefZ8CAAWlWtrZt20Z8fDw2NjYYDAZ69+5Nw4YNrTWlPMNgfpKNiI/gPyo23faPwr2yElZEREREpEBydXHO7SHIY6hwg4iIiIiIyAO03U5EREREJJ+Ki4tj5cqVGI1GDAYDffr0oVOnTpjNZj766COioqJITU3FaDTSpUsXQkNDAQgLC+P//u//cHb+76pW9+7defXVV5kzZw67du3CbDbTrVs3+vTpA8D8+fPZunUrRYoUoW/fvnTo0CE3pmwVSpJERERERPKh8+fPs2DBAjZu3IizszNXrlyhS5cu1KxZk6+++opffvmFjz/+GBcXF65fv87w4cN55pln6NatGwCjRo3Cz88vTcwdO3Zw7NgxYmNjuXv3Ll27dqVp06ZcuHCBPXv2sGnTJmxtbenduzf16tWjXLlyuTH1HKckSURERETEiuLj4zPVP6NqeElJSRiNRm7evImzszNubm4sXLiQZ555hrVr17J161bLy2KdnZ2ZMmUKv/322yOfVbZsWUaOHImtrS1OTk64u7tz/vx5jh8/TsuWLXFycgLgxRdf5Pvvv7ckXAWNkiQRERERESsKCgrKVP+EhIR026tXr06zZs3w8vLC09OTJk2a0KlTJy5evEjZsmUfKu1dsWLFNO88mjdvHitWrACgSJEifPLJJ1SrVs1y/eDBgxw9epQXX3wROzs75s2bR79+/QD4/vvvLQlYQaQkSUREREQkn5oxYwaDBg1i9+7d7Nmzh8DAQD788MM0fbZu3cqyZctITU3F2dmZTz75BEh/u919hw4dYvjw4URGRlK0aFGaNm3K4cOHefXVV3n22Wdp3LgxdnYFN5UouDMTEREREcmDHnwvUVbs3LmT27dv4+vrS48ePejRowfz588nLi6Os2fPcuPGDYoWLUq7du1o164diYmJ9O/f/7Fxv/32W8LCwpgzZw5NmjQB4MaNG/j5+VkKP0ydOpWyZctmyzzyIiVJIiIiIiJWlNEZo8xydHRk5syZeHp64u7uTkpKCr/99hteXl4UK1aMcePG8dZbb+Hi4oLRaGTnzp3Y2to+MuapU6cYO3Ysy5cvp3bt2pb2xMREJk2axLp167h48SK7d+/mzTffzJZ55EVKkkRERERE8qEmTZoQGhrKwIEDSU1NxWAw4OfnR2BgIAaDgU8//ZSQkBBSUlK4ceMGjRs3ZunSpY+MuXLlSlJSUpg8ebKlbeTIkbRs2ZJmzZrh7++PjY0NU6dOpVixYjk8w9xjMJvN5qwE8B8Vm277R+FeWQkrIiIiIlIgubo4P76T5Cqb3B6AiIiIiIhIXpLnttv1nLYj3XatTImIiIiIiDVoJUlEREREJJ/at28fHh4erF27Nk37hx9+iIeHBz4+PpZ3Id03ZcoUZsyYAcC1a9cYP348bdq0oWPHjgwaNIhTp05Z+ppMJpYsWUJgYCABAQH07NmTo0ePWp794osvEhAQQMeOHfH19eX999/P4RlbR55bSRIRERERKcji4+Mz1f9x1fBKlSrF9u3b6dWrl6Xt66+/xsXFhRkzZjBs2DB8fX1xd3fnwIED/PDDD8TExAAwYsQIXn75ZWbNmoXBYOC7776jb9++rF+/nmeeeYa3334bk8lEdHQ09vb27N27lwEDBrBt2zYA6tWrx8qVKwG4ffs2w4YNo0iRIvTo0SNTc8xrlCSJiIiIiFhRUFBQpvonJCQ88nqVKlU4d+4cly9fpnjx4ly4cAFHR0ecnZ15/vnnCQkJYcaMGSxdupSpU6cyffp0nJyc2L9/PwaDgeDgYEusZs2a4ePjQ3R0ND169OCzzz5j586d2NvbA/cq6kVERGA0Gh8aR+HChRkxYgSTJk3K90mSttuJiIiIiORz3t7efPXVVwBs374dHx8fy7X+/ftz7tw5Ro0aRYMGDWjcuDEAx48fT/MupPsaNmzIv//9b06ePEm5cuVwcHBIc93LywtXV9d0x1G5cmVOnjyZXdPKNVpJEhERERGxoqioqGyP6ePjw7x583jllVf46quvePfddy3vRLKzs2Py5MkMHz6cHTv+WyTt1q1bmEymh2KlpKQAYDAYHkqQnoSjo+NTziLvUJIkIiIiImJFjztj9DRq1qzJ2bNn+fXXXylcuPBDKz1lypShWLFiODk5Wdo8PT1ZsmTJQ7F+/vlnatasSaVKlTh16hTJyclpkqVZs2bRoUOHdMdx/PhxKlasmE2zyj3abiciIiIiUgC0bt2aSZMm0bZt2yfq37hxY8xmM6tWrbK0ffvtt2zbto2uXbtSuHBhfHx8mDt3ruUM0q5du9i2bVu6idCNGzdYuHAh3bt3z54J5SKtJImIiIiIFADt2rVjzZo1eHt7P1F/g8HA8uXLmTNnDu3atcNgMFChQgVWrlyJm5sbAOPGjWPevHkEBgZiMBgoVqwYK1asoGjRosC9VaeAgAAMBgNmsxl/f38CAwNzaopWYzCbzeasBPAfFZtu+9O+/FUvkxURERGRgszVxTm3hyCPoe12IiIiIiIiD1CSJCIiIiKST+3btw8PDw/Wrl2bpv3DDz/Ew8ODgwcP0q5dOwA2btxI48aNCQgIICAggPbt29O5c2dOnDgBQPfu3S3XvL29qVevXpqYCxYsYMWKFWnavv/+ewYMGJCDM8wdOpMkIiIiImJF8fHxmer/uGp4pUqVYvv27fTq1cvS9vXXX+Pi4vJQXx8fHyIiIiyfV69ezaJFi1iwYAGffvqppX3QoEEMGzYMgJs3bzJ79mxiY2MZOnQoAGazmY8//phFixbh6emZqfnkB0qSRERERESsKCgoKFP9ExISHnm9SpUqnDt3jsuXL1O8eHEuXLiAo6Mjzs6PPvtkNpv5448/HkqmvvnmG27dumUpwPDdd99RqlQpQkJCLH3Onz/PoUOHiIiIyJH3PuU2bbcTEREREcnnvL29+eqrrwDYvn07Pj4+6fbbtm0bAQEBeHl50bJlS1JTUxk9enSaPkuXLuWNN96wfG7bti1Dhw7F1tbW0lamTBnefvttihUrlv2TyQO0kiQiIiIiYkU5sfLi4+PDvHnzeOWVV/jqq6949913Wbp0abr9IiIiuHLlCr169aJu3bppVpKOHj2KyWSifv362T7G/ERJkoiIiIiIFT3ujNHTqFmzJmfPnuXXX3+lcOHCuLq6PrK/m5sb06ZNY/Dgwbz00kuUKFECuHeWydfXN9vHl99ou52IiIiISAHQunVrJk2aRNu2bZ+of4MGDWjcuDHLli2ztMXHx//tV5FAK0kiIiIiIvSctiPDax+Fe1lxJE+vXbt2rFmzBm9v7ye+Z8SIEXTu3Jk+ffrg7u7O2bNnKVWqVA6OMn8wmM1mc1YC+I+KTbf9aX+YMvoBzS8/nCIiIiKS/1gzSXJ1eXTVOcl92m4nIiIiIiLyAG23ExERERF5hLy80ykxMZH+/fuzdevWh9pCQ0OZPXs2pUuXxmw2YzabCQkJoXPnzmli9OjRg6JFi7JixYo07Xv37mXJkiVcv34dk8lE9+7d6dmzJwBbtmxh6dKlmM1mXn75ZcaMGZPzk7WiPJck5YUfNhERERHJfQXhnFB64uPjM9U/K9Xw7pf8Brh69Sp9+vShePHitGzZEoAzZ85w9+5dzp8/z7lz5yhTpgwAhw8fZubMmaxYsYKyZcvy119/0bt3b9zc3GjTpg3Tp0/n888/x9XVlVdffZX9+/fToEGDpx5nXpPnkiQRERERkYIsKCgoU/0TEhKy5bnFihVj8ODBREVFWZKkmJgYmjRpwu3bt9mwYQPDhg0DYNWqVQwePJiyZcsC4OLiQmRkJEajkdTUVEwmE7du3cLJyYmUlBQcHByyZYx5hZIkEREREcmT8vNqkTWdPXuWgIAAy+eUlJQM+1auXJmTJ09aPm/evJl58+aRnJzMmDFjGDJkCDY2NiQkJDBkyJA093p4eFj+/MYbb9C+fXucnJxo3LgxtWvXzsYZ5T4lSSIiIiIiVhQVFZWt8cqVK0ds7H8rTt8/k5QRR0dHAPbv34/JZKJ27dqYzWZSU1P57rvvaNGiBQaDIcPVoXPnzrF27Vq+/PJL3NzcGD16NB999JHlvFJBoCRJRERERPIda55Xyije044hK2eMsiohIYGKFSsCEBsby7Vr1/DyujfWGzduEB0dTYsWLahevTqHDx/G3d3dcu+uXbs4cuQIzz33HJ6enpQuXRqAzp07s2HDBiVJIiIiIiI5raAWbsgtly9f5v3332fChAkkJyezdetWPvnkE8s2ut9++42OHTty+fJlevbsyYQJE6hbty5lypThypUrzJs3j0GDBuHh4cHcuXO5cuUKbm5u7Ny5kxo1auTy7LKXkiQRERERkQJq27ZtxMfHY2Njg8FgoHfv3jRs2JAvvviCypUrpzlnVLFiRV566SU2bdpE//79efPNNxk2bBhGoxGTyUTPnj1p3749AIMHD6ZHjx7Y29vj6elJ3759c2uKOcJgNpvNWQngPyo23XZl9yIiIiKSXzzNqtXTrnS5ujg/+cAkV2glSUREpADR9iQpSB718/wo1vpZ1z9TBZeSJBERkQJEv7SJ/H2MHz+eI0eOcOvWLS5fvmwpslC6dGl+/fVXnJ3/u2LVvXt3WrRoga+vr6Vww507d2jdujVvvvkmDg4ObNy4kdmzZ1O6dGkMBgMpKSm0atWK0aNHAzBnzhx27dqF2WymW7du9OnTx+pzthYlSSIiIiIiVhQfH5+p/hlVw3vrrbcA2LdvHytWrGDlypUAhIWFMWrUKPz8/NL0T0xMTFMu3Gg0MnnyZBYuXMiYMWMA8PHxISIiAoDU1FSCg4PZuXMnqampHDt2jNjYWO7evUvXrl1p2rQpVatWzdRc8gslSSIiIiKSJxXUldGgoKBM9U9ISMiRcdjZ2TF69Gj8/Pwsq0UPsrGxoX79+vz22280bdqUkSNHYmtri5OTE+7u7pw/f15JkoiIiIiI5A/z5s1jxYoVABQpUoRPPvkk3X7FixfHxsaGK1euPHTt6tWr7N69m4kTJ1KtWjVL+8GDBzl69Cgvvvhizgw+D1CSJCIiIiJiRVFRUTn+jPS222XEYDDg6OgI/Ldk+P32Tp060aBBA0vfQ4cOMXz4cCIjIylatGj2DzyPUJIkIiIiImJFGZ0xyg2XLl3CxsbGkvA8eCbpf3377beEhYUxZ84cmjRpYs1hWp2SJBERERGRv6Hk5GTmzZtH9+7dH9v31KlTjB07luXLl1O7dm0rjC53KUkSEREREfmbOHv2LAEBARgMBkwmEy1atGDQoEGPvW/lypWkpKQwefJkS9vIkSNp2bJlTg431xjMZrM5KwH8R8Wm215Qq5GIiIiISMFjzRcxu7o4P76T5Cqb3B6AiIiIiIhIXqLtdiIiIiIi+VRiYiK+vr5UrFjRsoWuQoUKREZGEhAQgJOTE7a2tgDcuHGDDh06MGLECBITE/H29ubjjz+mfv36AFy8eJFXXnmFHTt2sHHjRmbPnk3p0qUxGAykpKTQqlWrdN+nVBApSRIRERERsaL7Jbaf1OOq4ZUrV47Y2P8egZk/fz5Lly4FYNWqVZQsWRL4b5LUsWNHHB0dsbOzY8qUKWzatAkHB4eH4j5Y6S41NZXg4GB27tzJyy+/nKnx50dKkkRERERErCgoKChT/RMSEjLVv3HjxqxZs+ah9qSkJJKTk3FycsJkMlG+fHmqVKnCihUrGDZs2CNj2tjYUL9+fX777TclSSIiIiIikn8YjUbi4uKoU6cOx48fJyQkBIDLly/zwgsvMHPmTMqUKUNiYiIAkyZNIjAwEF9fX1xcXDKMe/XqVXbv3s3EiROtMo/cpiRJRERERMSKoqKisjXeg2W9jUYjDRo0ICQkhOjoaMt2u7Vr17JhwwaaNm2a5t4SJUrwxhtvMHnyZBYsWJDm2rZt2yxbAw0GA506daJBgwbZOva8SkmSiIiIiIgVPe6MUWb975mk9PTq1YsdO3awePFiRo0aleZat27d2Lx5M+vWrUvT/uCZpL8bJUkiIiIiku9Y871GBcXYsWN59dVXee211x66Nn36dLp06YKrq2sujCzv0XuSRERERET+BqpXr07r1q1ZvHjxQ9eef/55BgwYkAujypsMZrPZnJUA/qPSX9pTBi8iIiIiOSW7V5KsuTLl6uKcrfEk+2klSURERERE5AE5diZJ+0RFREREJCv0++TjJSYm0r9/f7Zu3fpQm5+fH4sXL2bz5s14eHhYrg8dOpQTJ05Y7jl16hRz5szh119/JTU1lQoVKjBhwgQqVapkuef777+3VMyrXbu2pX316tWsX78egBYtWjBu3LicnrJV5FiSpB9cEREREZGH3S+r/aSyUg2vVKlSbN++3ZIk3bx5kyNHjuDo6Ajce8FsSEgI4eHhtGzZEoCvv/6awYMHs2XLFuzs7qULMTExtGnTJk2SdOzYMTZu3Mj69euxs7OjX79+7Ny5s0C8bFbV7URERERErCgoKChT/RMSEp76WW3atOHLL79k+PDhAOzcuZMWLVrwf//3fwCsW7cOX19fS4IE0Lp1ay5dusTNmzdxdXXl1q1b7Ny5k+joaLp27UpYWBhFihShSJEiTJ48mUKFCgFQqVIlzp0799RjzUuUJImIiIiI5GP3XyZ7X0pKiuXPpUqVwsnJiZMnT/LCCy+wdetWevToYUmS4uPjeeWVVx6K+WDb9u3bqVOnDs899xw1atRgy5YtdOvWDXd3d9zd3QE4ffo027dvp2/fvjk1TatSkiQiIiIiYkVRUVHZGu9/XyZ7/0zSfT4+Pmzbto3g4GCuXLliSWwA/rfQdZ8+fUhKSuL69etMmDABb29vYmJi6NixIwDt27dn/fr1dOvWzXLPqVOn6NevH6NGjaJ8+fLZOrfcoiRJRERERMSKsnLG6Gn4+PgwbNgwKlSo8NB5IU9PTw4cOGBpX716NQBhYWHcvXuXCxcu8OOPP3Ly5EkWL16MyWTizz//5Pjx41StWpUjR44waNAgRo8ebUmkCgKVABcRERERKcDKli2Lra0tH374Ie3atUtzrUePHmzZsoVdu3ZZ2s6cOcOxY8ewsbEhNjaW1q1bs2vXLnbs2MGuXbto37490dHRXLt2jdDQUKZNm1agEiRQkiQiIiIiUuC1bdsWk8mUZqsdgJubG6tXryYmJgZ/f3/atm3LiBEjeO211/Dx8SE2Npbu3bunuSc4OJjNmzezdu1abty4wYIFCwgICCAgIIDo6GhrTivHGMz/uxExk/xHxabbrhLgIiIiIpIV1nxPkjWf5erinK3xJPtpJUlEREREROQBKtwgIiIiIpJPJSYm4uvrS8WKFTEYDJhMJipUqEBkZCQBAQE4OTlha2sLwI0bN+jQoQMjRowA4Nq1a0RGRrJ//34KFy5M2bJlGT9+PM899xwXL14kMDCQZcuWWV4eGxsby4YNG1i9ejU2NvfWWsaOHUvLli3x8/PLnS8gh2R5u921v65n11hERMQKrLmlREREHvb7yd8y1f9R1fDul/veunWrpW3+/PkkJyezbds21q1bR8mSJYH/JkkrV66kUqVK9O3bl5dffplevXphMBj47rvvmDJlCuvXr+eZZ57hiy++YNGiRWzatIk///yT3r1788knn1C6dGmuXLnClClT2LNnD7NmzSpwSVKWV5Iy+o+t/kMron8+JG/Kz/v4n0ZeH5+IZOxp//l9mv/+WvPfFUFBQZnqn5CQkKn+jRs3Zs2aNQ+1JyUlkZycjJOTE/v378dgMBAcHGy53qxZM3x8fIiOjiY0NBRfX1+++uorFi5cyIEDBxg3bhylS5cGYOvWrTRt2pSiRYtmamz5RY5tt9N/lETyxs+6/ln8LyWtOSOvf395fXwikjcUlH9XGI1G4uLiqFOnDsePHyckJASAy5cv88ILLzBz5kzKlCnDN998Y9lG96CGDRsSExNj+TxlyhR8fX1p0qQJPj4+lvYePXoAcOjQoZydUC7JsSSpoPygiUjBoX8viYhIXhAVFZWt8c6ePUtAQAAGgwGj0UiDBg0ICQkhOjqaVatWUbJkSdauXcuGDRto2rQpALdu3cJkMj0UKyUlJc3nEydOYGdnx8GDB7l58yZFihTJ1rHnVSrcICIiIiJiRY86Y/Q0ypUrR2xs+q/lua9Xr17s2LGDxYsXM2rUKDw9PVmyZMlD/X7++Wdq1qwJ3DvDNG7cON555x02bNhAZGQk06dPz9ax51VKkkTkb0Pb7URE5O9s7NixvPrqq7z22ms0btyYxYsXs2rVKsuWvG+//ZZt27axfv16AKZNm4a3tzcNGjTAw8MDf39/du3aRcuWLXNzGlahJEkkB+WFX8qVAPyXvgsREcnI3+EMb/Xq1WndujWLFy9mxowZLF++nDlz5tCuXTsMBgMVKlRg5cqVuLm5ERcXx9GjR9m4cSMAzs7OTJ8+nQkTJvDZZ59RrFix3J1MDstyCXD/Uekv7RWUHyaRrMgLSZKIiEh+Zc3qdtbk6uKc20OQx7DJ7QGIiIiIiIjkJdpul03+Dku0knn6ey8iIiI5KTExEV9fXypWrJimPSgo6KEqegkJCSxbtoykpCQOHjxIRESE5drGjRstbceOHWPq1Kncvn0bV1dX3nrrLcqVK2eV+eQVSpJERERERKwoPj4+U/0fVw0vo+p2r732muXPq1ev5osvvqB58+Z89tlnj4w3YcIEJk6cSP369Vm/fj2zZ8/m3XffzdSY8zslSSIiIiLyt2fNXUFBQUGZ6p+QkJCl58XHx7NixQqio6Oxt7d/bP+ePXtSv359ADw8PLL9vU75QY4lSY/6QXsaT/vDmd3jyO4xZPc/dHlhvk/Dmt+DtsCJiIjkf0/zO8/T/p6U13+/uv8y2QetXbsWFxcXrl+/zsiRI4mIiEizZW7btm1pVrSuXbvGP/7xDwA6d+4MQGpqKkuWLMHb29sKs8hbcixJyu6kJq//cMqTsVaCUlAToaf55yA/fxd5vTqR/D3pf8KISFZl98rMo14mO3HiRFq3bv1QouPj45PumaT7TCYTkyZNIiUlxfIepb+TfLPdLj+vJIlkl7/bL2B/t/lK/qCfSxHJqsedMcouH3/8MX/88Qdz587N1H3Jycm8/vrr2NnZsWzZsifaolfQ5JskScmOyN+PVpJERESezrFjx1i2bBn/+te/cHBwyNS9ERERFClShLfffhtbW9scGmHelm+SpIJKvwTmf9bcAvd3226Xn8cuIiJiLemdSTp27BjFihVj2LBhadr79ev3yFgXLlxgw4YNPP/885azSWXKlGH58uXZO+g8zmA2m81ZCeA/Kv39j9n9S2Be326nX+ZEREREspc1dxJZ83c5Vxdnqz1Lno5WkkQeoKRaRETk70lFWeRBSpJERERE5G8vvyZCiYmJ+Pr6UrFiReBe2e7k5GRGjhzJzZs3mT17NqVLl8ZgMJCSkkKrVq0YPXo0ADdu3KB58+YMGzaM/v37W2Lu3buXt99+G5PJRLly5YiMjMTV1TVX5pdblCSJiIiIiFjRg+8nehKPq4b3vyXAjx49Sr9+/Rg9enSaUt+pqakEBwezc+dOXn75ZbZu3Urz5s2Jjo62JEmpqamMHz+eNWvWUKFCBRYuXMjy5csZN25cJmeZv+WbJCmvV7d72vHl1/9rkZ/nq+X0/1LhEBERkXus+bvm8c/HZqp/QkJCpvonJibi4uLyULuNjQ3169fnt99+4+WXXyY2NpYBAwYwZ84cfvzxRxo2bMjdu3cZO3YsFSpUAMDDw4Nt27Zl6vkFQb5JkkSyy98tAVBSKCIiUrDdr253584drl69yksvvcSSJUseWrG6evUqu3fvZuLEifzxxx8kJCTw0ksv0a5dO6KiomjYsCGFCxemffv2ANy9e5f333//sRXxCiIlSSIFnBIhERGRvCUqKipb493fbQMk4gABAABJREFUbpeSksK4ceNwdnamUqVKxMfHs23bNkuyZDAY6NSpEw0aNGDp0qV4eXnh4OCAn58fAQEBTJ482bICdevWLYYPH46Hh4clafo7UZIkIiIiImJFjztj9LTs7e2ZOnUqbdu2xdvbGyDNmaQHbd68mb/++gsvr3v/M9VkMrF582Z69uzJtWvXGDBgAJ6enkyePDlHxprX2eT2AEREREREJHu4uLgwZMgQ5syZQ2pqarp9Dh48yI0bN9i1axc7duxgx44dTJ48mejoaABGjBhBo0aNmDJlCgaDwZrDzzOUJImIiIiIFCDdu3fn5s2bXLx4Md3rsbGxdOnSBXt7e0tbQEAA58+fZ//+/Xz33Xfs2rWLgIAAAgICmDJlirWGnmdou52I5FmqviciIvJo5cuXZ+vWrWnaHBwc+PrrrzO8Jzw8/KG2QoUKsW/fPiDz1fQKIq0kiYiIiIiIPEArSSIiIiIi+VRSUhKzZ8/myJEjmEwmqlatSnh4OGvXrmXdunUUL16c1NRU7O3tGT58OK1atYL/Z+/M42pM////arGNbGNoxgzGNpixb9mXrEm7ZInJkjVESSiyhSj7ILuxTAttishOUYgwo+wpFBVKpc451++Pfuf+dHTOfZ/7Omlqvtfz8TgPzt39Ptd1v+9rv97X+w3A0NAQfn5+qFevHgDAw8MDz58/x86dO2Fvb48mTZooOHyYPHkypk6dCgMDAxw4cACBgYEAgD59+nCBZlu1aoWWLVsCAPLz89GtWze4uLigRo0aZamSUoHtJDEYDAaDwWAwGBUQqVSKqVOnonfv3ggNDUV4eDiaN2+OBQsWAAAmTJiAkJAQhIWFYdu2bVi5ciUePnxY4nfWrVuHZ8+eYefOnahatSoAICgoCDdv3ixx78OHD3HixAkEBgYiODgYf//9Ny5evAigyLteSEgIQkJCEBkZiXr16lVY73hfbSeptKMW055BKMvoyQxhyuqMCQug+t+AvSsGg8FglAdKuz/6MsirEKpchsfExKBmzZoYMWIEd23q1Kk4c+YMnjx5onBvgwYNYGtrixMnTmDx4sXc9a1bt+L+/fvw9fXlJkgAYG9vD3d3d4SEhKBy5crc9erVq8Pd3Z27t1mzZnj9+rXS/M2YMQO9e/fG+/fvUbt2bVHP/G/z1SZJ5WVSQ5MPNrEShk+v5WGCwgbXDAaDwWAwyiujRo0Sdb8qRwqJiYlo1aqVwrVKlSrB2NgYW7duLXF/s2bNEBMTw33ft28f9u3bh127dqFatWoK9/bt2xcvXrzAjh07MHfuXO56w4YN0bBhQwBAcnIyzpw5g0mTJinNX6VKldCoUSMkJyezSVJ5g014vg5MrwwGg8FgaEZ5WFRk/I+KqHMtLS2FXR51qFKlCvf/u3fvYtOmTVi+fDk6deqEmjVrKty7ePFimJmZYfjw4SV+58WLF5g8eTKcnJzw008/8aYpNo/lgf/8JInBYDAYDAajPFIRB+WM0sHf379Ufqd169bYv3+/wjWJRAIHBwc0adJEYUIEAElJSWjatCn3fcOGDWjQoAGuXr2K5cuXw9vbW+H+unXrYv78+XB3d8c333zDXf/7778xffp0ODs7w9TUVGX+CgoKkJKSwu08VSTYJInBYDAYDAaDwShDVJ0xEku3bt3g5eWFiIgIDB8+HDKZDFu3boVUKlWY1ADAy5cv4e/vjz179nDX5MFkFy1aBBMTE4SFhcHExERBztLSEqGhoYiNjcW0adPw4cMHTJ06FStXruQ85SmDEILt27djwIABqF69eqk8b1nCJkkMBoPBYDAYDEYFREdHBzt37sSKFSuwY8cOSCQStGnTBhs2bMChQ4dw6NAhhIeHQ1tbG5UqVYKbmxsaN25c4nf09PTg6emJuXPnonPnziX+vmLFCm7y9NdffyEnJwebNm3Cpk2bAAC2trawtrZGYWEhzMzMABRNktq2bcu82zEYDAaDwWAwGIyyRV9fH9u3by9xffbs2Zg9e7ZKufPnFc/E9ejRA7GxsQCAP//8U+FvjRo14jzyGRgYYNq0aUp/U5l78YoKi5PEYDAYDAaDwWAwGMVgkyQGg8FgMBgMBqOCEx0djZYtWyIhIYG7lp+fD09PT5iamsLExAT29vZISUlBTk4OOnfujMzMTIXfOHLkCNzc3HDjxg106tQJZmZmMDMzg4mJCYyNjUsElw0ICMDSpUvL5PnKGjZJYjAYDAaDwWAwKjjBwcEYPHgwAgICuGvOzs6oV68egoODERYWBmNjY0yfPh3ffPMN+vfvj8jISIXfOHnyJCwsLAAAHTt2REhICEJCQhAWFoZ58+Zh3bp1AIDCwkJs3rwZnp6eZfeAZQw7k8RgMBgMBoPBYJQh8vM96iLkDS83NxcXL15EQEAARo4cCVdXV7x9+xaPHz/Gtm3buPvMzc1RuXJlFBYWwtzcHL6+vhgzZgwAICUlBZmZmejcuTNu3LhRIo2UlBQujtL9+/eRk5MDZ2dnlYFuKzpsksRgMBgMBoPBYJQho0aNEnW/0ETkzJkzaN++PRo3boxff/0VERERqFGjBlq1alXiXnlg2F69esHd3R1paWnQ19fHyZMnYW5uzt0XHx8PMzMzfPr0Cbm5uejXrx+3c9SxY0d07NgRJ06cEPUcFQlmbsdgMBgMBoPBYFRggoODYWRkBKBoEhQYGAgtLS1UrlxZpYy2tjaMjY1x6tQpAEB4eLjCJKm4uV3Tpk3RpEkT6Ovrf9XnKE+wnSQGg8FgMBgMBqMM8ff3L7XfSktLQ1xcHJ49e4Zt27ZBKpUiPT0djRs3xoMHD0rc7+TkhHnz5uGnn36ChYUFlixZgu7du+O7777DDz/8UOL+6tWrw9PTE2ZmZujfvz9++eWXUst7eYZNkhgMBoPBYDAYjDJE6IyRGEJCQjBw4EBs2bKFu+bk5ITjx4+jYcOG2LdvHyZOnAgtLS34+fkhKSkJDRo0AAA0b94cUqkUBw8e5Bw2KKNRo0YYNWoUfHx8sHPnzlLLe3mGmdsxGAwGg8FgMBgVlJCQEIwePVrh2oQJExAaGor169cjKSmJc+F94cIF7Nq1C9ra/5sCmJub4+zZsxgyZAhvOtOnT8fNmzdLuAH/r8J2khgMBoPBYDAYjApKeHh4iWvt27fnPNStXbuWV97W1ha2trYK1wwMDGBgYKBwrU6dOiUmSJaWlrC0tKTJdrmH7SQxGAwGg8FgMBgMRjHYThKDwWAwGAwGg1FBSUlJgZGREZo2bQoAyM/Px8CBA+Ho6Ihdu3ahSpUqmDp1agm5Fy9eYP369Xj06BFkMhkaNWqExYsXo1mzZtw9aWlpGDNmDM6fP19mz1NeYDtJDAaDwWAwGAxGBebHH3/k3HWHh4cjKysLmzdvVnl/VlYWJk6cCGtra0RGRuLs2bMYO3YsZsyYAYlEAgCIiYnB77//jrdv35bVY5Qr2E4Sg8FgMBgMBoNRhty9e1fU/WK84enq6sLZ2RnGxsYYO3as0nv8/PxgZGSEfv36cdcGDhyId+/e4dOnT6hVqxaOHz+OTZs2wdraWlRe/yuwSRKDwWAwGAwG4/88tsvFm5QdXmZIldaoUaNE3Z+YmCjq/rp160JbWxuZmZmcu+/i3L17FzY2NiWuF7+2YcMGUWn+12CTJAaDwWAwGAwGgwfaydC/iZaWFqpUqaL0b4QQhe92dnbIyspCdnY2Fi9ejEGDBpVFFss1bJLEYDAYDAaDwWCUIf7+/l/199+9ewdtbW3o6ekp/XubNm1w+/Zt9O/fHwBw4MABAICrqys+f/78VfNWUfhqkySaLcuy/L3ShnaFobSfq7RXOlTlryKuqMjh03l5fy6a91GW5gNlRXmvNwxGeeW/2B4wGGVBafc7Yd5mpfp7xSkoKIC3tzdGjx4NmUym9J6xY8di1KhR6Ny5M3cu6eXLl3j48KHCOaX/y7CdpH+Z8t75lPf8/V+DvQ8Gg6EJrA1hMP6bpKamwszMDFpaWpBKpejTpw+mT5+OP/74A1u2bMGOHTu4e/ft24eOHTviwIED8Pb2xoYNG/D582fUrFkT48aNw9ChQ//FJyk/sEkSg8FgMBgMBoNRQfnpp59w7949pX+bPXs2Zs+erVJu48aNgr+v6rf/63y1SVJ5MT9jML425d18pbRN8coDbDWcwWAwGAzG14TtJDEYGsIG7AwGg8FgMP4tbty4AV9fX+zduxcAkJaWhvHjx2Py5MlYtmwZjhw5gs6dOwMA3r59CxsbG5w9exaWlpYAipw8aGlpoW7dugCAkJAQSKVS7Ny5E2fPngUhBDVq1MCSJUvQunVrLt2kpCQsXLgQQUFBZfzEZQObJDEYDAaDwWAwGP8BMjMzMWnSJEycOBG9evWCrq4uli5diqCgIFSuXJm7T0dHByEhIQCArVu3okqVKpg6dSr3dy8vL0ilUgQEBKBSpUqIiYmBvb09IiMjUb16dURERGDt2rX45ptvyvwZywo2SWIwGAwGg8FgMMqQu3fvirq/ffv2gvd8/PgRkydPxtixYzFmzBikpKTgp59+QosWLeDr6wsHBwe10srJyUFYWBguXryISpUqAQB69OiBFStWQCKRAABCQ0Oxfv16LFu2TNRzVCTYJInBYDAYDAaDwShDRo0aJer+xMRE3r/n5ubC3t4eWVlZsLKyUvibm5sbzM3NYWRkhJo1awqm9ezZM/z4448KO08AYGj4v+MFO3fuREpKiognqHho/9sZYDAYDAaDwWAwGPTcvn0bRkZG6NChA9avX6/wt++++w5z586Fu7s7CCGCv6WlpVVigvR/EbaTxGAwGAwGg8FglCH+/v6l+nsGBgaws7NDVlYWTExM0L9/fzRp0oT7u7W1NUJDQ+Hn5yf4W82aNcOLFy9QUFCgMFny9PTEiBEj0K5du1LNe3mFTZL+ZVS5YGYe0xgMBoPBYDD+m6hzxkgM8rNDderUgYeHBxYtWoSdO3cq3LNy5UpYWVmhVq1avL9VrVo1DB06FBs2bICLiwt0dXVx6dIlREZGYs6cOaWa7/IMmyRVQPhi27DJFYPBYDAYDMb/XQYNGoQzZ85g165dCtd//vln2Nvbq7WLtXDhQnh7e8Pc3BxaWlqoXbs2fH19oaen97WyXe7QIuoYJ/Jg4hSi9HpZBpMt7YlBecgDg1ERYTujDAaDwShNaBeGafqjsgywHuZtVmZpMej4T+wk0VSgsqwIfJR2PthglPFvwsofg8FgMMqK8jKWY/w3+U9MkhgMBoOhPsxkl8FgMBgMftgk6V+GDUgYDEZZw9odBoPxf5X/4u7TjRs3MGHCBLi5uWH8+PHc9YMHD8LT0xM+Pj5wd3dHw4YNQQhBYWEhLC0tYW9vz90bExOD7du3Izs7G1KpFKNHj4atrS33d4lEgkmTJmH+/Pno0KFDWT7evwabJDEYDAaDwWAw/k9QXs4k3b17V9T9Qt7w9PX1cebMGYVJ0rlz57jgsR07dsTevXsBAHl5eXBwcED16tUxduxY3L9/H6tXr4avry8aNGiAjx8/4vfff8e3336L4cOH4+XLl3B1dcW9e/dEPmXFhk2SGAwGg8FgMBiMMmTUqFGi7k9MTOT9e4sWLfD69WtkZGSgbt26SEtLQ5UqVVCjRo0S91arVg3z5s2Dm5sbxo4di/3792PGjBlo0KABAKBmzZpYu3YtJBIJACAkJATjx4/HkSNHROW5oqP9b2eAwWAwGAwGg8FgaMagQYMQFRUFADhz5gyGDh2q8t7mzZvj2bNnAIomYK1atVL4e8uWLfHbb78BABwcHDBs2LCvlOvyC9tJYjAYDAaDwWAwyhB1YhWJZejQofD29oaNjQ2ioqKwZcsW/PHHHyrvr1KlCgBAS0sLlStXLvX8VHQqzCSpLOMuVWTK6nn/qwe/mf4YDAaDwfjvUl7GhUJnjGj47bffkJqaikePHqFatWqoVauWynuTkpLQtGlTAEDr1q1x//59NGzYkPv7pUuX8Pfff2PGjBmlns+KQoWZJDHUgw2+GQwGg8FgMP5vMnDgQLi5ucHGxkblPTk5Odi8eTNGjx4NALC1tcXixYvRoUMH/PDDD8jMzIS3tzemT59eVtkul3y1SVJpz9TLy8yfwWAwGAwGg8EojwwbNgyHDh3CoEGDFK7Hx8fDzMwMWlpaIITAxMQE5ubmAIB27drB0dERDg4OkEgkkEqlsLW1xfDhw/+FJyg/aBFCiCY/YOIUovT6/zXzOLaD89/gv2huxwKHMhgMBqOiUlHHhUKEeZv921lgCMC82zEYDAaDwWAwGAxGMdiZJAbjP0552LViO1YMBoPBYJQ+N2/exMqVK7nvEokEjx8/xtChQ3H79m3UrVuX+5uhYVFffO/ePezZs4e7fvLkSezduxd9+/ZFXl4eFi9ezP1NJpOhf//+8PPzg4uLC9LT01G1alXu7+3bt8eKFSu475s2bcI333yDqVOnAgAePXqEJUuWIC8vD40aNYKnpyevQ4nyBJskMRjljIpsHlfe88dgMBgMRnng7t27ou5X5Q2vS5cuCAn539GXVatWoVmzZmjRogXatGnDTVbkFBQUwNzcHBERERg+fDg+fvyIDRs2YOfOnahSpQomTJgAV1dXaGsXGZtdv34dzZo1ww8//AAAWLduHTp06FAiH58+fcK6desQEhKCWbNmcdfd3Nzw+++/w9jYGJGRkfD29laYVJVn2CSplKjIA1tG+YKVFwaDwWAw/tuMGjVK1P2JiYmC95w5cwYXL15EUFAQDhw4oPSeypUrY+XKlXB0dES/fv3g4+ODkSNHcsFkGzRogLi4OBgYGAAAwsLCYGFhIZj2tWvXoK+vj4kTJypcT0pK4oLa9u3bF56enoK/VV5gk6RSgg1sGQwGg8FgMBj/BqmpqfDw8MCuXbtQo0YNAMChQ4cQHh7O3XPkyBHo6emhc+fOGDhwIBYtWoSUlBT4+flx95ibmyM8PBwGBgb4/PkzoqOjsWzZMu7vCxcuVDC3mzhxIszNzTFkyBAMGTIEW7duVchXq1atcPr0aYwYMQKnT59GRkbG11JBqcMmSQwGg8FgMBgMRhni7+9far8lkUgwf/58TJs2DW3btuWuT5gwoYS5nRxnZ2f0798fe/fuRaVKlbjrxsbG2LlzJyQSCc6fP48+ffooTIpUmdupYs2aNVixYgV2794NMzMzhTNS5R02SWIwGAwGg8FgMMoQVWeMaPDx8UHdunXx+++/qy2jp6eHmjVrokGDBgrXa9asiQ4dOiA6OhonT57EpEmTNMqbVCqFr68vdHV1kZGRgcDAQI1+ryxhLsAZDAaDwWAwGIwKyOXLlxEZGYk1a9aU2m9aWFggNDQUycnJ6Ny5s0a/5ePjg8uXLwMA9u/fXyLIbXmG7SQxGAwGg8FgMBgVkD179uDz58+YMGGCwvUaNWqgb9++VL/Zp08fuLm5Ydy4cSX+9uWZpJo1a+LPP/9U+Vvz58+Hq6srvLy80KZNG6xatYoqT/8GbJLEYDAYDAaDwWBUQA4dOkQte/68cs/MOjo6uHr1aonrfJMhObNnz1b43qxZMwQEBNBl8F+GmdsxGAwGg8FgMBgMRjHYThKDwWAwGAwGg1FBSUlJgZGREZo2bQotLS1IpVI0atQIa9euRY0aNTB27Fjo6enB19eXk3F1dUVsbCxq1KgBmUyG2rVrY+3atfjxxx9x48YN+Pr6Yu/evdi6dSv8/PxQt25daGlpIS8vD/Xr14ePjw/q1avH/Z6Liwv69esHY2Pjf0MFXwU2SWIwGAwGg8FgMMqQu3fvirpfyBvejz/+iJCQEO77xo0b8ccff2Ds2LH4/Pkz3rx5g9evX+OHH37g7nFycuImNX/99Re8vLywefPmEr/9pSvx1atX48CBA1iwYAEyMzOxdOlSXLlyBf369RP1TOUdNkliMBgMBoPBYDDKkFGjRom6PzExUdT9BgYGOHToEIKDg9GjRw/k5eXh+PHjcHBwUHp/dnY2vvvuO8HfLSwsRFpaGtq0aQMAOH36NHr27Ak9PT1R+asIsEkSg8FgMBgMBoPxH0EikSA8PBzt27fHiRMn4O3tjYKCAixYsAAzZ86EtnaRSwJvb2/4+voiJycHmZmZ8PPzU/p7hw4dQnh4ON6/f49KlSrB2NgYdnZ2AICxY8cCABISEsrk2coSNkliMBgMBoPBYDDKEH9//1L9vdTUVJiZmUFLSwsSiQRdunRB165dERAQgHbt2oEQAplMhmvXrqFPnz4AFM3toqKi4ODggNOnT5f4bbm5XXJyMiZMmIDevXujcuXKpZr/8gibJDEYDAaDwWAwGGWI0BkjsXx5JgkA3N3d8eHDBxgaGgIAcnJyEBAQwE2SijNo0CAsXrwY79+/V5lGo0aNMG/ePLi6uiIiIgJVqlQp1Wcob7BJ0r+M7XLlPuoPLzMULSMkx2Aw/m9B074wGAwGo+JTUFCA06dP4+jRo2jZsiUA4OnTpzA1NUVGRkaJ+//++2988803+Pbbb3l/19TUFAcPHsSRI0cwadKkr5L38gKbJJVT+CZCjIoPm+gyygJWlhgMBuP/JufOnUPz5s25CRIANG3aFN27d0dQUBCA/51J0tHRgZaWFtavXy/4u1paWnBycsL8+fNhbW2NGjVqfLVn+LfRIoQQTX7AxClE6XXazrmiTg7Ky/PS5IMmDxV58FUeylhZlheaXcmK/H4ZDAaD8d+hPPTZX4Mwb7N/OwsMAb7aJOn/GmxQ+fUoy4lkWTXG5b280OqhvD8Xg8FgMCoWbJLE+LeoMOZ25WWnprTTKe1BZXlvTMrDIJqZuglTlnqoyO+D7cT9t2Hvl8FgMP7vUmEmSeV98F9eKKvOm72PikN5n4SU9s5eeXimsqS8v9+KDNMfg8Fg/N9FY3M7BoPBYDAYDAaDwfgvof1vZ4DBYDAYDAaDwWAwyhNsksRgMBgMBoPBYDAYxWCTJAaDwWAwGAwGg8EoBpskMRgMBoPBYDAYDEYx2CSJwWAwGAwGg8FgMIrBJkkMBoPBYDAYDAaDUQw2SWIwGAwGg8FgMBiMYrBJEoPBYDAYDAaDwWAUg02SGAwGg8FgMBgMBqMYbJLEYDAYDAaDwWAwGMVgkyQGg8FgMBgMBoPBKAabJDEYDAaDwWAwGAxGMdgkicFgMBgMBoPBYDCKwSZJDAaDwWAwGAwGg1EMNkliMBgMBoPBYDAYjGKwSRKDwWAwGAwGg8FgFINNkhgMBoPBYDAYDAajGGySxGAwGAwGg8FgMBjFYJMkBoPBYDAYDAaDwShGqUySPnz4UBo/w2AwALx8+RIXL16EVCrFy5cv1ZbLzc3Fw4cPQQjBp0+fvmIO6RHTVrx69arEtaSkJF6Zw4cPl7i2a9cutdNklD1i+4+KUM7LAplMhvPnzwMAMjMzceLECRBC1JIt7312WeUvJycHr1+/xqtXr7iPOpSl/sr7u2Iw/svoaiJ87949LFiwAPn5+fDz88PYsWOxceNGtGvXTqVMQUEBnj9/jl9++QWnTp1CYmIibG1t8d133/GmtWjRIoXvWlpaqFq1Kpo0aQIbGxtUrly5hExhYSGuXbuG9+/fK1w3NzdXmc779+/xzz//oEePHtizZw8SExMxY8YMNG3alDd/Dx48wK5du/DhwweFjurQoUMqZV6+fIklS5bgzZs3OHz4MJycnLB69Wo0atSo1PNHo4srV65g48aN+PjxIwghIIRAS0sL586dUymTmpqKw4cPl9DDmjVrePMHAMHBwXj27BmmT5+OU6dOwdLSUlDm0aNHJdLq2rWryvszMzOxfv16pKamYvPmzVi3bh1cXFzw7bffCqZ18+ZNPHr0CFZWVoiPj4eBgQHv/R8/fkRYWBjev3+vkD8HBweVMsHBwThw4ABycnK4OuXo6AgrKyvetC5fvozVq1ejsLAQfn5+MDExwbp169CvXz+VMp8/f8bu3buRnJyMpUuXYv/+/Zg6dSqqVKnCm5ZYnQPi2op79+6BEAIXFxd4eXlx1wsLC7F48WJERkaWkNmyZQsyMzMRGRmJx48fc9clEgni4uIwbdo03vwlJCTg9u3bGDt2LGbNmoWkpCS4u7tj0KBBvHJiy+zx48fh5eWF/Px8AODq1N27d3nlaN7VkCFDIJVKue/F20wXFxc0bNiwhAxNOwbQlXWa/oOmnMsRW39pdE5bp2jyt3jxYujq6sLQ0BBaWlqIi4tDfHw8Vq5cqVKGRucA3fuleSba/NH0bzt27MD+/ftRt25d7pqWlhYiIiJKPX9xcXEK37W0tFClShU0atQItWrVKrW0aOsvzbiCti+l6edfvnyJu3fvwtjYGMuXL0dSUhKcnJzQuXNnXjmxfRVt/aUZyzEqBhpNklavXo2dO3fC0dER+vr6WLt2LTw8PHDixAmVMvLO2dDQED4+PrC0tMTChQuxd+9e3rS0tbXx8eNHmJubQ0tLC6dOnUJOTg50dXWxePFibNiwoYSMs7Mz3r17h2bNmkFLSwtAUePE13A6OTmhT58+KCwsxMmTJzFp0iQsXbpU6Qp1cVxdXTFhwgS0aNGCS0sId3d3ODg4wNPTE/Xr14eVlRUWLlyIY8eOlXr+aHSxatUqeHh4oHnz5mo/07x589CzZ0/06tVLbRmgaBL18eNH3LlzB/b29ggPD8eDBw/g7u6uUsbDwwPXrl1Do0aNFJ6JrxF0c3PD4MGDsX//fujp6eGnn37CggULBMvf7t27ERMTg9TUVBgZGWHVqlUYPnw4ZsyYoVJm7ty5+O6779CiRQuBp/8fBw4cwLFjxzBmzBjUrVsXISEhsLW1FZwkbd68GceOHcOkSZNQr149HDt2DHPmzOEdPC5duhQNGzbE33//DR0dHbx+/RoLFy7Epk2bVMrQ6BwQ11ZcuHABcXFxSEtLw/r167nrurq6GDVqlNLf79+/P548eYJLly6hffv23HUdHR1MnjyZN2/y53J2dkZERAR0dXXh7++PWbNm8U6SaMrszp07ERAQILrzpHlXffr0QaNGjbiyEx4ejjt37mDgwIFYvHgx/vzzzxIyNO0YQFfWafoPmnIO0NVfGp3TyNDm78GDBwgLCwMA1KlTB2vWrIGpqSlvOjQ6B+jeL80z0eaPpn8LDg7G2bNnVU5SSjN/27dvx/3799GjRw8AQGxsLH744Qd8+vQJs2bNUppPmrRo6y/NuIKmL6VpM4GiceOYMWNw5swZPHnyBE5OTli/fj3++usvlTI0fRVt/aUZyzEqCEQDLC0tCSGEmJmZcddMTEx4ZUaMGEEIIWT16tXE19dX4Xf4sLCwUPguk8k4Oflvfsnw4cMFf/dL5Pl3d3cnhw4dUpq2MkaNGiU6LfnvitEfbf5odDFmzBjRMurkRRlyHcj/lUgkxMjIiFdmyJAh5PPnz6LSodE5IYSYmpqSwsJCTi43N5cMGzZMUEYsX9YpqVSqsnzzyRGiul7IMTc3LyFjbGzMK0Ojc1X5E9J7aGio6HRycnJEyxDyv3Ixe/ZsEhISQggRfn80ZdbW1pbIZDLR+aN5V8XvlaOs/BeHph0jpHTKOiHCZYKmnMvzJ7b+0uicRoY2f2ZmZiQ5OZn7/vLlS8H2l0bn8vyJheaZaPNH079NnDhRdFtGmz9bW1vy6tUr7vvbt2/JxIkTSXZ2tkp5mrRo6y/NuIKmL6VpM4vfv2DBAuLv708I+V9dUwVNX0Vbf2nHFYzyj0Y7Sfr6+rh+/Tq0tLTw+fNnHD16FPr6+rwyOjo6ePHiBc6ePYs9e/YgNTUVBQUFgml9/vwZz58/x88//wygyKxLIpGgsLBQpR12q1at8OzZMzRp0kTtZ6pUqRKio6Nx7tw5TJs2DTdv3oRMJhOU69y5MzZt2oRevXopbM3ybY3XqlULz54941Y5zpw5gxo1anyV/NHo4tdff4WLiwt69uypYM44fPhwlTL9+vVDYGAgevbsqaCH4iYNytDW1oZUKuV0kZ2dDW1t/iNzTZo0wadPn5SaWqqiatWqyMzM5NJJSEhQS15HRwe6urqcnLa2NnR0dHhlOnXqhJiYGHTv3l3tVb3OnTtjy5YtyMvLw+XLl+Hv748uXboIyjVv3hzHjx+HVCrFkydPcOzYMcFVX11dXeTl5XF5e/Xq1VfROUDXVjRu3BgHDhwQZQIXGRmJdevWiTZnq1mzJjZu3Ihbt25xK7i1a9fmlaEpsz///DMmTJgAAwMDhfphb2/PK0fzrqpWrYrg4GAYGxsDKNJN9erV8fLlS5VtJk07BtCVdZoyQVPOAbr6S6NzGhna/Lm4uGDcuHH48ccfAQBpaWnw9PTklaHROUD3fmmeiTZ/NP1bnTp1YGJigk6dOimUdQ8Pj1LPX3p6Or7//nvu+7fffou3b99CT09PZfmgSYu2/tKMK2j6Upo2U55WQEAALl++jIULFyI0NBSVKlXilaHpq2jrL81YjlEx0CKqeks1yMjIwOrVqxETEwOpVAoDAwO4ubnxVuSoqChs374dAwYMwJw5c2BiYgJHR0cMHDiQN61r165hyZIlaNCgAQghePfuHVavXo2rV6/im2++wfTp00vIWFlZ4eHDh/j+++9RpUoVbsDEZ3McHx+PvXv3ol+/frC2toa9vT1mzpyJjh078uZv/PjxJa5paWnx2gK/ePECixcvRkJCAmrWrAl9fX2sX78ezZo1K/X80ejiy3NgcvjOFxkaGpa4JnSOCQCCgoIQFhaGR48ewczMDJGRkZgyZQpsbGxUykyZMgX37t1Dy5YtFTqE3bt3q5RJSEiAh4cHnj9/jubNmyM9PR3e3t6Cts27du3Cs2fPEBsbC3t7ewQFBaFv3768Nvn9+vVDWloatLW1oatbtB4hNGCXSqUICAhAdHQ0V6fGjBkj2CHk5uZix44dCnKzZ8+Gnp6eSplLly5h27ZtSE5ORs+ePREXFwcPDw/eSQiNzgG6tsLS0hJOTk54+/YtIiMj4eHhgVmzZiEwMFClzODBg7F3717R5mxZWVkICwtD165d0bp1a/j6+mLkyJG89vU0ZXbbtm1Krwud7aB5V69fv8bq1atx/fp16OjowMDAAEuWLMHZs2fRsGFDpSZqNO0YQFfWacoETTkH6Oovjc5pZGjzBxSd8U1KSoKuri6aNGkieHaCRucA3fuleabi+ZPJZOjWrZta+aPp34KCgpRet7CwUCt/YvS3Zs0aJCUlcQuMZ8+eRYsWLfDbb7/h+PHjSk3UaNKirb804wqavpSmzQSKxkpHjx5Fr1690LdvXyxbtgx2dna8k2Kavoq2/tKM5RgVA40mSZqSl5eH9PR0NG7cWK37JRIJkpKSoK2tjWbNmqFSpUpcY6iM1NRUpdflK2+qKCgoQOXKlZGamork5GRRq2cFBQWQyWSoWrWqWvcDRR2/TCYT7Og1yR+tLmQyGZKTkyGVStGkSRO1VlVoefLkCa5fvw6JRIJu3bqhdevWvPfHxsYqvd6tWzdeucLCQjx//hxSqRRNmzZVe6XpypUrCoMzoYm9GDIyMnj/LrQTR0tmZiYSEhIgkUjQvn171KtXj/d+Wp3TYGlpiRMnTmDOnDkYNGgQTE1NYWZmhpCQEJUy48ePx6FDh0TZ4wP0DmXEllmgyFvV/fv3IZFI0LZtW7WchgDi35Um0LRj5R2a+kujc9r3pG7+du3ahWnTpmHZsmVKyznfTkhZo0mbmZubi7dv36o1PqDt3549e4a4uDhIJBJ07twZLVu2VDt/Yjl37hxiYmKgo6OD7t27Y8CAAbhz5w5+/vlnwV1rsZRV/aXpS2naTAB49+4dvvvuO8THx+Px48cYMWIEqlWrpvJ+2r5Kk3ZW7FiOUf6hmiQZGRnxDkL4Vm8CAgIQHx+P+fPnw9LSEtWrV4eRkRHmzJnDmyat17TAwEBuJaZLly4YM2YM75b/H3/8gSdPnsDR0RFjxozBL7/8gp9++gkrVqzgTefly5dYuHAhnj59CplMhp9++gkbNmxQ6h1mypQpvPrjW+mgzR8gXhd///03HB0doaenB5lMhszMTGzevJl3dSkrKwtr1qxRSMfd3V1lQ8NXVgB+0z4AiImJ4RrcLl26YMCAAUrvUzWgkKNqYJGQkMCbPp8Zw+fPn7Fz504FXTg4OKB69eol7pV7qPpy0k8EPAq2a9eOV07ZSq/Qro+Q6Ze6Ogc0ayvs7OzQvn17BAQEIDIyEkeOHEFMTAwOHjyoUsbd3R3Pnz8Xbc7m6OjIOZRxcXGBpaUlbt68qXSFV5Mye/XqVbi5uaFt27aQyWS4c+cOVqxYoXLwqMm7unLlCjZt2lSizeTb1RXTjhVHTFmnKRM05Rygq780Oqd9TzT5O3/+PAwNDUXthGhSDwFx71eTNrP4+MDKygrffPONWuMDQHz/FhISgj/++AMDBgzg3KlPnTpVqXMYTfUHqO9pTZO0xNZfGxsb+Pn5cfULAJc/VfWKpi/VtJ/38PCARCLBhAkTMGXKFPTt2xcfP37Eli1beOXU7ato668mYzlGxYBqklR81UYikUBXVxcSiQQFBQX45ptveFdvRowYgQMHDiAsLIxzm2htbS3oHWbUqFHo2bNnCa8tfJVr3bp1SElJgbm5OQghCA4Oxvfffw83Nzfe/AUGBmLfvn3IycmBi4sLrKyscPz4cd782dnZYdy4cRg8eDCAIpvUgwcP4siRIyXuVbbCUbzz51vpoM0fjS5Gjx6NJUuWoG3btgCKOr/ly5fzpjVr1ix07doVI0eOBCEEgYGBiI6OVtlYqDLpk8M3Cd6zZw/Onj0LY2NjEEIQHh6Ofv36YdasWSXuVTWgkKPKxKK4+ULxQZr8Xz4zhkWLFkFPT4/zLhYYGIisrCx4e3vz5uXBgwf47bffkJOTg/v376N79+6898vJyMhA3bp1kZ+fj/T0dJUmZ6pMvuTwmcOI0TmgWVtBYwJHa85mYmKCsLAweHp6ol69erC3t1dZrzQps5aWlti6dSv33CkpKZg5cyZCQ0OV3q/Juxo6dKhS75R8u2Ni2rHiiCnrmpQJQP1yDtDVXxqd074nTdoXoCjOT3Z2tsLAu0GDBiXu01TnYt6vJs9UfHyQnJwMNzc3tcYHNP2bmZkZDh06xHm3e//+PcaNG4fw8PAS92qqP7mnteK7YlpaWkr7RU3Soq2/YqDpSzVpM4GichEWFoaNGzeiUqVKmD17NkaOHMlrei2mr6Ktv5qM5RgVBE28PoSHh3Neb168eEH69+9Pzp49yysj9/5ha2tLLl26RAghank3ofGaZmJiouBJSiKRCHrXkXtKsrCwILGxsaSgoEBQhhDl3n+EvJtcv36djB49mhBCyNOnT8ngwYPJrVu3vkr+aHShLP9CnqSUec1Sx/tUdnY2+fPPPwkhhLx584Zs3ryZ5ObmCuYvPz+f+56XlydYlhITE8m8efMIIYQ8fvyY2NraksePHwvmTyKRkKioKEIIIRkZGSQwMFDQS5myMiHkhWn9+vXE3t6eEEJIWloasbOzI5s3bxbM38GDB4mVlRUhhJDU1FRibGxM/vrrL16ZN2/eEC8vL0IIIcnJyWThwoXk7du3vDI0OieErq0ghJDY2Fhy9OhR8vnzZ3L9+nXB+2kxMzMjz58/J/379yePHz8mKSkpguWWpswq+0116gfNu6LxTknTjqmSEyrrNGWCppwTQld/aXROI0Obvx07dpCuXbuSYcOGESMjI+5fPmjrIc37pXkm2vEBTf/2pdcymUwmWBdp9UfjaY0mLdr6m5ycTMLCwohMJiMeHh5kzJgxgmMRmr6Ups2UP4PcO2JCQgL5+PGjYLmg6ato6y/NWI5RMdDogIk8GBsANGrUCCdOnMDWrVt5Zdq1a4fRo0cjMzMTPXr0wPTp0wVjrAD/85r26tUrZGRkcB8+ZDIZcnNzue95eXncoVNVDBkyBP369cM333yDLl26YPTo0Zx3KD5q1KiBK1eucN8vX74s6N1kzZo1nDeiJk2aYPfu3Vi1atVXyR+NLvT19eHn54eCggIUFBTg2LFjggdUdXV1kZSUxH1PTExUy07Z2dmZCwRYvXp1aGtrw8XFhVdGKpUqmFNoa2sLnpmSr0wCQLNmzTB79mze1UY5S5YswYULFwAUrQDevHkTy5YtE5R7+/Yt9//09HRBnV+8eBG7du0CANSvXx979+7F2bNnBdPx9/fnVgsbNGiA48ePqxU7S36wVF9fHwYGBliwYAGvDI3OAbq2Yvfu3dixYwcOHDiA3NxcrFq1Cjt27FB6r/zgb7t27dC+fXvuI/8uhIODAxwdHWFhYYFmzZph+vTpcHR05JWhKbMtWrSAt7c3nj9/jufPn2PDhg1o3ry5YP5o3pXcO2VwcDAiIiK4Dx807ZgcsWWdpkzQlHOArv7S6JxGhjZ/QUFBOHv2LE6dOoWIiAjuXz5odC5H7PuleSZl4wN1vHvS9G9du3aFk5MTrl27hmvXrsHZ2VnQgQ+t/uSe1sRAkxZt/XVxcYFMJsOZM2fw6NEjODk5KQTyVgZNX0rTZgLAuHHjMGjQILRr1w5t27aFtbU17OzseGVo+ira+kszlmNUEDSZYQ0bNkxh9UbdmC7//PMPycvLI4QQEhcXp1bckAEDBpT4GBoa8sr4+fkRY2Nj4uPjQ7y9vYmRkRE5duyYYFrZ2dnc/1++fCl4PyFFKymWlpakd+/epFevXsTCwoI8evSIV0bZqoY6qz40+aPRRXp6Opk9ezbp3r076datG5k9ezZ58+YNr8ytW7fIgAEDiI2NDbGxsSEDBgwgN2/eFMyfsudWFctFztatW4mtrS3x8/Mjfn5+xNbWVnDXRVnMA3VigCgr10LvKioqivTv35/Mnz+fzJ8/n/Tr109wJdDY2JhkZWVx39+/f69WmTAyMlJYNfv8+bNgXVT2dyFd0OicELq2gibOiqa8f/+eEELUapNoyuynT5/I2rVriaWlJTE3Nydr1qxRqM+qoHlXrq6uSj980LRjhNCVdZoyQVPOCaGrvzQ6p5FRJSeUP5o4P7R9Ns37pXkmQorGB/Ldhbi4OMH7CaHr36RSKTl8+DCZPXs2mTVrFjl06BApKCjglaHV3+TJk0m3bt3I+PHjyZQpU7hPaadFW39p4hDR9KU0baYy5ONHPmj6Ktr6SzuWY5R/NIqTNGDAANjb22Po0KEAitx7C0U+//z5M6KiovDy5Uu4u7sjJiYGbdu2FXRdev78edH5GzVqFNq1a4dbt25BKpXCx8cHrVq14pXJzMzE+vXrkZqaik2bNmHbtm1wcXER9EDVrFkzHD9+XJR3kw4dOsDNzQ3Dhw+HlpYWTp06hTZt2nyV/NHool69eoIHI7+kU6dOiIyMFO3xpmrVqrh16xa3khcfHy/omcfBwQFt2rTBjRs3IJPJMHHiRKUuyIvTqFEj7Nixg9P56dOn0bBhQ8H86ejo4OXLl9y9KSkpgiuVAwcORIcOHXDv3j1IpVIsWrRI0FvatGnTYGFhwenhzp07mD9/vmD+rK2tMWrUKPTv3x9aWlq4dOkSt8qnijp16iAsLAzDhg2DlpYWIiMjBcsRjc4BuraCJs6KmAPmxbl//z6cnZ2Rn58PPz8/jB07Fhs3buQ9ZE5TZr/55hssXLiQ9x5l0LwrITt/ZdC0YwBdWacpEzTlHKCrvzQ6p5HRJH9i4/zQ6Byge780z5SVlYXbt2/j6tWrIIRAJpMhJCQEK1eu5JUT0799+PABtWrVQlZWFoYNG4Zhw4Zxf/v48SOvJ1Fa/U2dOlXwntJIi7b+0sQhoulLadpMANz59Tdv3uDw4cNwcnLC6tWrec8j0vRVtPWXZizHqBho7AI8MjISsbGx0NHRQZcuXTBkyBDe+xcuXIiGDRvi9OnTCAgIwKpVq/Dp0yds2rRJ6f1yd6eqGn5l169du4ZevXqpND3gc/Ywc+ZMDB48GPv378fx48exa9cuLoaAMlauXAl3d3eVXk74vJsUFBTg8OHDCvobN24c76RCbP5odDF79mxs3bpVpZcdZb+lqVvahw8fYsGCBfjw4QO0tLRQu3ZteHl5KXXJ+ujRI7Ro0UKlFyW+ge2HDx+wZcsWBZ3Pnj2bO7yriujoaLi6uioEblyzZg0MDAxK3BsUFAQLCwuV757PI5lUKkVGRgbi4+Oho6ODdu3aoX79+rx5k3Pv3j3ExcVBR0cHnTt3FmykX716hRUrViA2NhaVKlVCp06d4O7urvTgtyY6lyO2rfgyzkpwcDD69OnD66yA1lnG6NGjsXbtWjg6OiI4OBhxcXFYs2YN74FxMWVWmRcpQP1gt2LeFU39pW3HNCnrgPgyAYgv54C4+itHjM41kaHNH02cH0CczjV5vzTPNGnSJOjr6yM+Ph6Ghoa4cuUKWrdurdL0i6Z/mzZtGnbt2sV5FJVDBDyJyhGjP03bTXXT0mQcAvwvDlHv3r3Rp08fteIQ0fSlYtrM4tjZ2WHmzJnw9PREcHAwgoOD4efnh2PHjpW4VxOd09ZfmrEco2Kg0U6Sg4MDzMzM4OrqKrjqICcpKQnr1q1DVFQUqlWrhtWrV2PEiBEq75dHU1fnXIGcW7duoVevXgq2ucXhmyS9efMGFhYWOHjwICpVqgQHBweYmpqqvF/eIdGsFHl7e8PMzAyTJk1SW0Zs/mh04e7uDqDIO8yXqJpTy99Thw4dSvxN3Zg1YWFhyMrKQqVKlXhXwA4ePIhVq1Zh/fr1StPi854UEhKCWbNmcc+oLq1bt0ZUVJRagRs/f/6s8K8YhgwZggEDBsDMzIzzKqgOFhYWMDMzg6mpqeAKr5x//vkH27ZtE1zdBTTTOUDXVtjZ2SE2NhZ16tTBs2fPMHXqVME4K3///bdCHCU3Nze1zuwVFhbi559/5r537doVEolEUE7dMuvn5wegqD5++fxZWVmC6Yh5V3z1VxW07ZgmZZ2mTNCUc0Bc/ZUjRueayNDmz8LCQnScH7E61+T90jxTRkYG9u3bBy8vLwwZMgTTp0+Hra2tyvtp+jf5mc8///yzhKe4xMRE3vyJ1Z8m7aaYtDQZhwBA48aNYWtriydPnkAqlWLKlCmCu0K0fam6bWZxPn78qOApztzcHPv27VN6ryY6p62/NGM5RgVBE1u92NhY4ubmRgYNGkSWLVtGbt++LSgzcuRIkpuby9m7pqSk8Npuvnv3jvfDR2RkZIlrJ06c4JUZM2YMycjI4PJ39+5dzpsSHwsXLixxbcaMGbwyQUFBZOLEicTExIT4+voKnvfRJH80upg4cWKJa0JeBr29vUtcW758uUDuCBk/fjwxMzMje/bsIWlpaYL3E0KUlrerV6/yymzdupUMHz6cTJ06lYSHh6tt0z9s2DAyffp0curUKbVl5F58irNz505emby8PBIaGkqmTJlCRowYQXbt2kVevXolmFZqairZsWMHGTFiBJkyZQo5efKkwtkNZbi6upKBAweS5cuXk7t37wqmQQidzgmhayvUsfX/ElNTU5Kens59T0tLU8umfMaMGSQmJoaYm5uT/Px8sm/fPsEzA2LKbEZGBnn37h0ZMWIE9/93796RN2/eqOW9S8y7Cg8P5/3wQdOOEUJX1mnKBE05J4Su/tLUDxoZ2vwFBweTIUOGkDVr1pDVq1eTgQMHEj8/P14ZGp0TQvd+aZ5p1KhRRCKREH9/f+5MkbKzL18ipn9LSEggd+/eJUOHDiV3797lPrdu3SJDhgzhTYdWfzTQpEVbf4OCgoiZmRkZOHAgeffuHenduzcJDAzklaHpS2n6eUIIsbOzI0+fPuXGPZGRkWTs2LG8MjR9FW39pRnLMSoGGpvbAUVbjadOnYKPjw+qVKkCc3NzTJgwQekqwaVLl7Bt2zYkJyejZ8+eiIuLg4eHBwYNGqT0t4sH2fwSVVvjR48exadPn/Dnn38qxGyQSqUIDAxEVFSUymdJSEiAh4cHnj9/jubNmyM9PR0+Pj7o1KmT0vvnzZuHhw8f4tWrVwqrUlKpFHXq1MFff/2lMi05b9++RUREBA4ePIjGjRvD3NwcI0aMUHr+Qmz+aHQxefJkxMXFobCwEJUrV+Z0r62tjd69eyuNKeDh4YHU1FTEx8crBJuVSqV4+/YtwsLCBPXw5s0bhIWFITIyErVq1YKZmRmGDBlSwmY5KioKBQUF8Pb2hrOzM5c/qVSKrVu34syZM4JpJSQkICIiApcvX0anTp1gbm4u6EXp9u3bCA0NRUxMDAwMDGBmZqbUG9KWLVuQmZmJyMhIzp5cnr/Y2FhERkYK5k8ikeD06dNYv3498vPz0bp1a7i6ugqeIwOKzKnWrVuHT58+YejQoZg9eza+//57pfcWFBQgKioKp06dwqtXrzBo0CCYmZmVMC8oDZ3L01O3rXB0dMSwYcPQpk0bhcjqfGcGzp07h1WrVnH14datW3Bzc1PZvsjJyMjA6tWrERMTA5lMhm7dusHNzU3Qm6O6ZdbV1RWxsbFIT09XMJ/U1dVFv379sGTJEt50APXfFU1MEtp2rDTKupgyURwx5RxQv/5+mTd1dK6pDE3+xMT5UZZHdXSu6fsV+0xHjx7FhQsXsGrVKowfPx6//PILsrOzVQaQpunftmzZgri4ONy/f1/BVFNXVxe9e/fG5MmTeZ8JUF9/pRFsVJ20NB2HmJub49ixYxgzZgyCg4ORmZkJW1tbtYLkiu1L1W0zi/PixQssXrwYCQkJqFmzJvT19bF+/XrOE11xNO2raOsvIG4sx6gYaDRJKigowLlz53Dy5EkkJibCyMgIRkZGiI6Oxrlz55TaiwJFzgcSEhKQn5+Pjh07Cg5ExHLhwgU8ePAAf/31F0aPHs1d19HRQdeuXQUHwxkZGcjMzEROTg5q1KjB66I3JycH79+/x9q1axUGJ7q6uqhbt67gtm1CQgLCwsJw4cIFtGvXDkZGRoiJiUFaWhq2b9+ucf400cWaNWsEB1xyUlJSkJqaWkIPOjo6aNasGWrXrq3W7zx8+BDh4eE4ffo0mjdvjhcvXmDKlCmwtLTk7vHz88OdO3e4yPPF0+rRo4egedW7d+9w8uRJnDp1ClpaWhg2bBiuX78OfX19LF++nFc2KysLERER8PX1Ra1atUAIwcKFC9G7d2/unoSEBDx58gRbtmxRiBSvo6ODtm3b8tp5ywcVly5d4jqcXr164d69e3B0dORc6n7JmzdvcPLkSYSHh3Md6bBhwxAdHY3t27erHDgVFhbi0qVLiIiIQGJiInr06IE7d+5g4MCBmDFjBnefpjqnaSuUHbJV58xARkYG7t27B5lMhnbt2qllliWTyXDx4kUYGhoiMzMTFy9ehIWFhVqmouqUWTl79+5VaxCmDHXfFR9paWlK21vadkyTsk5TJmjLuRx16m9xaHSuyXsSk78RI0bg5MmT3HdCCExNTXkXpMTqXJP3S/NMQFFZ1NPTw+vXr3H//n306tUL33zzjdJ7NenfwsLCYGJiIpj/4ojVn7Jgo8XhCzYqJi1NxyHywNnm5uYIDg6GTCaDmZmZ4OImbV8qps2U8+DBAzRp0gQymQwPHjxQebZN076Ktv7SjOUYFQBNtqF69uxJnJ2dydWrVxVcVcpkMjJ16lSlMl8GSBswYIBawdju3r1L5s6dS+zt7cmUKVPIpEmTBLfGnz17pv7D/H8OHDggKlhhUlISlz9lHz6GDBlCxowZQ/z8/BTcAEskEpWmRmLzJ0eMLuRb0mLMdeSuk2nMIgkh5I8//iDDhw8no0ePJn5+fuTjx4+EEEKysrJIt27dlMrQBBe1s7MjhoaGxMfHhzx9+pS7XlBQoDIdQghnAjdw4EDi4+NDnjx5QggpcsHeq1cvpTKfPn0Snb/Ro0cTf39/pW6hfX19VcoNGDCAbNy4Uel79vDwUCqzZMkS0rt3b+Lk5ESuXLnC1eG8vDzStWtXpTK0AV1p2wqxfPz4kaxbt45YWlqSUaNGkc2bN6vlLnbhwoVkyZIlhBBCMjMziaurK3Fzc+OVoSmzGRkZ5MiRI2T37t3E19eX7Ny5UzAdQujelb+/P+nevTtp3749adeuHfntt98EwyYQUuRGWN5+3b59m4SGhgrK0JR1mjJBU84Joau/NDqnkaHN37Jly8j8+fPJ1atXydWrV8n8+fPJsmXLVKZBCJ3OCSEkJyenxDUhkyKaZ8rKyiJHjhwh27ZtI1u3buU+QhRvy+UIufN+8eIF8fLyIh4eHmTZsmXE3d1dqYl5cWj1V1BQQC5evEgiIiJIeHg4CQsLIzt27PgqadHU39WrV5PNmzeTIUOGkEuXLpFZs2bx1idC6PpSmjaTEEK8vLxEB1mn6ato6y/NWI5RMdBoJyknJwexsbGiVl9NTExw8OBBzq1iVlYW7OzsFA5bK8PCwgITJkzA8ePHMX78eJw/fx41atRQGrxMlXcn8v+91/BtIY8YMQLHjx/nDph+/vwZI0eOVLmi4u7ujpUrVyps9csROiT44sULfPr0Cb/++itycnJ4V0do80ejC/mqoapdJGXmOl96DCperNRZ/d+4cSMsLS3RuHHjEn+7ffu2gjmhJp58oqOj0apVK3z77bfIz8/H27dvuQOqMplMZbA5Z2dnWFlZoXv37iXSDA8PV1id0sSTWVpaGg4dOoQFCxbg5cuX2L59O5ydnQV3Q3JychASEoJx48YhLS0N/v7+mDJlioKZ2pcEBATAyMgIenp6kEgkKCws5O5/8+aNgumSpt6TaNoKY2NjtUyHijN16lT88ssvMDExASEEISEhePPmDTZu3MgrZ2JiUqIOmZqaIjQ0VKWMmDIrR6z3Ljli3pUcY2Nj+Pr6YuPGjZg7dy5iYmIQExPDq4tly5bh+vXreP/+PZo2bYqHDx+iY8eOKg9Ja1LWacoETTkHxNVfOTQ6p5GhzZ9MJsOxY8c4F8cGBgYYPXo07yF/Gp3Ln8vHxwd5eXkghEAqlaJ+/fq8oTlonmns2LFo2LBhCTMqIYcEFy9exPbt25Gbm8vlLycnB9euXVMpM3r0aPTu3Rvnz5+Hubk5zp8/j0aNGmHFihUqZWj1N2fOHHz48AHPnz9Hly5dEBsbiw4dOvAGh6VJS2z9lSOVShEQEIDo6GhIpVIYGBhgzJgxvGWJpi+laTOBonFPWFgY9+x8O12a9FW09ZdmLMeoIGgyw6JZfaUNxmZpaUkIIWTLli3k2rVrRCqVkuHDhyu9V34gMCUlRemHD9pghV+izmHi9evXi14dEZs/TXRRnNzcXPL8+XO17xfL9evXyejRowkhRauCgwcPJrdu3VJ677179wghhNy4cUPphw/anbjExEQyb948QkjRSp2trS15/Pix2s+nLra2tuT48eOEkKJ3e+LECWJnZycoN23aNG7FNTs7m2zdupU4ODjwyny5q9u/f3+Vu7qa6JwQurZi0qRJxN7enmzZsoX4+vpyHz6U1QV16q+ZmRlJTk7mvr98+VLQSYmYMitHru9169aR+Ph48uHDB7WCDop5V3JGjRpFCCnagYyKiiKECOvCyMiIFBYWkqVLl5JHjx6Rf/75h4wZM0YwfzTQlAmack4IXf2l0TmNDG3+PD09yYMHDwR/uzg0OieEkOHDh5OUlBTi5OREkpOTiZ+fH3F0dOSVoXkm2gCcI0aMIDdu3CDTpk0jt27dIj4+PoK7avL67ePjQ2JjY8nnz58FnUTQ6k/+uytXriT3798nqampgu0LTVqa1N/s7Gzy6tUrkpqayn34oOlLadpMQsQFWdekr6KtvzRjOUbFQKNJEk1E7XXr1pHJkycTf39/4u/vT6ZOnUrWr18vmNbYsWPJq1evSHh4ONmyZQuRSCRk8ODBvDJZWVkkOjqaEELI7t27ibOzM7flr4p9+/YRU1NT4uPjQ3x8fIi5uTk5ePCgYP4uXLhANmzYQLKzs4mxsTHp3r27YMRvY2Nj0RNG2vzR6MLf358sWrSIvH37lvTp04cMGzZMsOLfvXuX7N+/n3z+/JlMmTKF9O3bV61GxszMTGHL/vnz54KdyOfPn0liYiIhhJCIiAiyceNG8vbtW14ZY2NjhUlmfn6+WoNoa2trTn+EFDXA8sZeFcnJySQsLIzIZDLi4eFBxowZI9gh0Eb8polkLve0JiczM1MwLRqdy9NSJ8/FKW5uo67pzeLFixXKW3R0NJk/f75g/q5du0b69OlDRo8eTUaPHk0GDBggaK5BU2ZpvXfRvKtp06aR06dPkytXrpD58+eTf/75hwwaNIhXxsbGhhBCyKFDh0hYWBghRL3yV1plXahM0JRzQujqL43OaWRo80fjUYtG54TQTbhpnmnJkiXk0qVLgvn5kpEjRxJCisy5Ll68SAgRrlc2NjYkJyeHBAUFkb179xJCihZx+aDVn7xeHT16lFsEE5KjSYu2/v7xxx+ka9euZNiwYcTIyIj7lw+avpSmzSSkyHSzf//+xMnJiTg5OZGBAwcKmmPT9FW09ZdmLMeoGCi3LVITeURtOepE1HZxcYG1tTUePnyIx48fw8rKCs7OzoJpzZs3D2vWrIGhoSEuXLiAPn36CEafdnJyQmJiIi5fvoyTJ0+iT58+WLp0Ka/MxIkTsWrVKtSqVQt169bFypUrMWHCBMH8+fj4cFvCv/76K86fP4+AgABBuQ8fPnD/z87OFty2p80fjS4OHjyI+fPnIywsDAMHDsTJkydx8eJFXhkPDw+0aNECERER0NXVhb+/P3bu3CmYv4KCAoVDwI0bNxaMU+Pi4oKwsDDEx8dznn8WLlzIKyOTyRS+qxvDKTc3Fz169OC+d+vWDbm5uYL5k8lkOHPmDB49egQnJydBsyp5xO/CwkJIJBKEh4erFfFbHslcjjqRzCUSCerUqcN9r1WrVgn9KHsmsToH6NoKBweHEh9ra2temUuXLsHBwQHdunVD9+7dMXHiRERGRqJdu3a8sdZ69uyJqKgoLFmyBMuWLcOpU6cEzSVoyqyZmRmmT5+Ovn37Yt++fXBwcOD11ieH5l0tX74cycnJ6N27N+rWrQsXFxeFw/fKkJv+denSBQcOHMChQ4cE0wHoyjpNmaAp5wBd/aXROY0Mbf7ksWL27t2LypUrY8yYMZg4cSJCQkIglUqVytDoHChqlyIjI9G6dWtERETg4cOHyM/PL7VnktfPkJAQTJ06Fb/99hvatWsnWG/lVK9eHXfv3kWLFi1w5coVZGdnC+Zv0qRJmDNnDgYMGAB/f39YWloKxpmi1V+PHj2wYMEC9OzZE3v27MGaNWsEYx/RpEVbf4ODg3H27FmcOnUKERER3L980PSlNG0mUGQO7efnh8GDB8PIyAhHjx7ljXcJ0PVVtPUXED+WY1QMNAom6+LignHjxpWIqC1EzZo1Ub16dUilUrWDCHbp0oXzVHPixAl8+PCBN7IzUOSO0c7ODkuXLoWVlRVMTU1x4MABwbQSExPx4MEDSKVSaGtro3Xr1oIuHHV1ddGyZUt4e3vD2toa1apVQ0FBAa/MtGnTYGFhwblEvXPnDubPn/9V8kejC11dXXz33Xc4f/487O3toaOjI9jxAECvXr0wZ84cGBkZQV9fH4WFhYIyHTp0gJubG4YPHw4tLS2cOnVKwT2rMp48eYJNmzbB09MTo0aNgr29PaysrHhlrK2tMWrUKPTv3x9aWlq4dOmS4MAbABo1aoQdO3Zw+Tt9+rRgsL28vDyYmprCxcWFc30rFJRx7dq1WLFiBZYtW8ZF/F69erVg/lasWKE0kjkfAwYMgL29PefaNyoqSnDhgUbnAF1boewchL6+Pu/5tqtXr5a4lpubq9I7lpysrCysWbMG0dHRkMlk6NKlC9zd3VGvXj2VMjRlduzYsTA1NYWenh4OHDiAuLg4QffkAN270tfXh729PQBg8eLFgmnI77t9+zZat26NGTNmICYmRmlQxi+hKes0ZYKmnAN09ZdG5zQytPkDFD1qdejQgfOodebMGaUetWj77OXLlyM0NBT29va4fPkyFi5ciLlz55baMyUkJAjmgY8lS5bAz88Prq6uCAoKgqGhoaAnwSFDhqBLly6oVasWAgMD8fTpU8H6S6u/uXPn4vnz52jcuDG8vLxw8+ZN/PHHH6We1uLFixEfH8/V3+vXr6tVf3/88UfBc31fQtOX0rSZQNHZ62PHjiEmJgZSqRRdunSBg4MDqlevrlKGpq+irb+0YzlG+UfjOEkFBQWiImrv2bMHZ8+exYgRIyCTyRAeHo5+/fph1qxZvHIPHjzArl278OHDBwWnAHyOEaysrODk5IQFCxbA398fr1+/xqpVqxAcHKxSZt26dUhJSYG5uTkIIQgODoa+vr5gVOnZs2ejSpUquHnzJk6fPg1PT09kZWXxHswEgPT0dMTHx0NHRwft2rVTiKFSmvmj0cXSpUuRlJSE7OxsBAcHY/bs2ahfvz7vwVY7Ozu0b98egYGBOH36NI4cOYKYmBiVcS7kFBQU4PDhw4iNjYWOjg66dOmCcePGoXLlyiplzM3NsXnzZtjZ2WHPnj2oWrUqpk+fLui29N69e4iLi4OOjg46d+6sViP94cMHbNmyBbGxsdDV1UXnzp0xe/Zs3on66NGjYWVlBW9vb4SHh+PatWs4fPgw/P39BdOjRWwk88jISAWdDxkyhPd+Wp0D4tsKGscD69atU1gtjIqKgqenJ+8BcwCYNWsWunbtipEjR4IQgsDAQERHR/Me8qUpsxEREdi1axdCQkKQnJyM33//HUuWLFFroiT2XR0/fhxeXl4lFjaUOVN49OgRWrRooXKw2q5dO960aMu62DIhR2w5p6m/gHid08rQ5G/o0KGoW7cuzM3NMXz4cE4XUqkU5ubmKuskjc7nzZsn6PykNJ4pOzsbO3bs4PTXu3dv2NvbC+4WfunC/8KFC7C0tORdzT948CDCwsIQGBiIV69eYerUqRg/fjxsbGx406LRX2FhIa5du4b3798rXDc3Ny/VtB49eoQdO3bAx8cHT548wbJly7BixQo0bdqUV87JyQn3799Hp06dFNLw8PDglRPbl9K0mUBR7Dc9PT1ukhMYGIisrCx4e3urlKHtq2jqLyB+LMeoIJS1fZ+JiYmCHWteXp5aEedHjBhB/P39SXx8PLlz5w734eP27dtk1qxZxN/fnxBCyJQpUwSjVpuYmCjYlkokEkE7ZUKK7F+joqI4u/DQ0FC1o4yLgTZ/NLoghJB//vmH5ObmEkIIiYuLE7w/MzOTHDx4kPz999+EEEJ27dqlYONbmpw9e5aYm5tz56RGjBih1vmnsuL58+fE09OTs7FfunSpUle1FYmy1DnNOYgFCxYQDw8PkpqaSqZPn06srKzUipyu7FzL17App7V5p2HQoEHkxYsXat0rPyBua2tb4jN+/HhB+f9iWS/v7Nmzp8zSsrGxUevsoabY29uT9evXk4cPH5J//vmHrF27VtBBBCHKnRy4u7vzytCeT6Vhzpw5ZOzYscTd3Z0sXbqULF26VNCxBA0058AIIeTEiRNKP+UFZW2kKsddcsr7+IBRMdDI3I4GqVSqYBqmra2t0u1ycb755hu1zKKK07FjR2zbto37rk50a5lMhtzcXG4bNy8vTy2bYy0tLejo6CAmJoa7FhERIbhSJBba/NHo4uPHj7h16xbOnTvH7d5dv34dDg4OKmXq1KmDHj164MOHD4iLi0PHjh3x5MkTtc7ViGXQoEEKK/Dq7GaUJY0bN8bs2bORnZ2NV69eYdq0af92ljSmLHVe/BxEUFAQfvzxR0FzTy8vL6xbtw5DhgyBq6srxo0bp5ZtuK6uLpKSkvDLL78AKDJpFVrdpEETm3exfP/992qZbAHAqlWrAADz589Hx44dFf7G50ZZzn+xrJd3goODqQMTi+Xjx4/o168f9PX1UbVqVbXCadDw+vVr+Pr6ct9btWqlVsDXBw8ecG1RnTp1sGbNGpiamvLK0J5PpeHx48eiwxnQIPZsm/zYQt++fb963jTl7du3nPlzenq64LinvI8PGBWDMp8kGRkZYeLEiVzDFxYWxtl/8tG5c2ds2rQJvXr1UtgO5jMDOXHiBNatW6eWuYmcCRMmwMbGBgMHDgQAnD17Vi3HCM7Oznj37h2aNWvGNbZaWlqlPkmizR+NLubOnYvvvvsOLVq0UDt/Hh4euHbtGho1aqSgh65du6r9G+py5coVbNq0qYQJplBMprJix44d2L9/v8LB/K8xsChLylLnYs5BLFu2jCtvhBDUqlULp0+fxuPHjwEIm40sWbIE06dP50wk0tPTsWHDhtJ7mP8Prc07DT///DMmTJgAAwMDhTZTfk6pOFFRUSgoKIC3tzecnZ25dyuVSrF161acOXOGN63/Ylkv79SuXRsmJib47bffFMzRhMo6DeosqpUG7dq1Q1RUFDe4jYmJ4RYu+JA7OZAvCqjj5EDZmZqRI0dq/hBKaNWqFZ49e6bgtOBrIPZsm4uLC3bt2gVra2ulcc7KS186Z84cjBo1ioujdOvWLaUxMotT3scHjIoB1Zmk4gMSZfA10p8/f0ZMTIxCADxDQ0PBNGmCtQ4ePBh79+5Fo0aNBH9fzuvXr/HhwwfcunULUqkU3bp1Q6tWrQTlxAS+FOpwlA1iNM0fjS7MzMwEg/x+ydChQxEWFqb2KnxGRgbv3/k8fw0dOhQeHh5o3ry5QnlUFnhVaLAm5CmHhqFDh8Lf31/w3AOAEsF+5Qit2KoKmCdHWVkTOiTNt/AgRueAZm2FGIKCgnj/bmFhwfv3iIgIDB48GM+fP4dUKkXTpk1VlmFNyiwgzuZdk3dVfOe4OMp2gv38/HDnzh2cP39eoT3W0dFBjx49lAb+LI6Ysk5TJmjKOS00OtfkPdGiqswrK+ua1kNVZ1dLexGwd+/eePfuHWrWrAltbW28f/8eurq60NbW5g1OHB0dDVdXVwUnB56enujevTtveuqeqdFUf1ZWVnj48CG+//57VKlShbdd1ySt4ufA5O2LOmfvlAV/TUtLg76+fol7afpSTdvM+Ph4NGrUCPfu3YNUKkX79u0FA6yL6ato668mYzlGxYBqJ6lDhw7UCY4cORJhYWHo37+/KLk///xTdFpizE3kTJw4EadPn1Zr4lEcMStFQl6f+KDNH40uOnXqhJiYGKUR01XRpEkTfPr0Se1JEp8JpdBKVt26dRVMC/i4cuUK799VTZLatWsHLS0tKFtL4Ou0AXEeg/bs2aPWfV8iFIleGXzejoQWHsToHNCsrRCDfGCYlpaGQ4cOYcGCBXj58iW2b9+uVoiB7du3Y/jw4WrtmtKU2eKOEX744QeYmZlxf0tISFDZCWvyrvjMYr/ExsYGNjY2uHHjBlWkeDFlnaZM0JRzgK7+0uic9j1p0r5YWFjgyZMnuHXrFjcgbty4sdJ7Na2H8fHx3P8lEglu3LiBLl26KJ0kafJMyrxTqoPchb86Tg6uXbuGXr16cYP977//HgCQnJyM5ORkpX2BpvrbsmWL2vdqklatWrUEnTgpw9nZGRs2bIC2tjYIITh48CD27Nmj9H3Q9KWa9PNA0U5/RESEqHGjmL6Ktv5qMpZjVAyodpI0WTVzdHTEsGHD0KZNG4VOVWgl4UuTMi0tLVStWhVNmjTBtGnTFOz85bi7u+P58+dqmZvImTVrFjp27Ii2bdsq5E9oJVDMSpEmqyq0+aPRRb9+/ZCWlgZtbW3OdEGok5syZQru3buHli1bKqTzNcw1Vq1ahY8fP6Jnz54Kk7KvsStEgxiPQbQrUmW9QyZW52W9wj5+/HhYWFjA0tISBQUFCA8PR2hoKPbv388rN3nyZOjo6KBt27YKpkultRLo5uaGVatWUe2I09KvXz+kp6ejZs2aAIrOldSsWRM//vgjVqxYobBqvnLlSri7u6vcsREqn2LKOk2Z+Dd2gss7hw4dwtGjRzFgwADIZDJcunRJpZvj0q6H2dnZcHBwEPRa+rXZtWsXpk2bpnL3RVn527JlC+bMmYNFixYp/U1lbrY11Z+ynTj5+OXL2Ew0adnY2MDPz4+boMqRj0P4+mwA2LhxIx49eoTJkydj9erVaNCgARYvXowGDRrwypUV06ZNQ4MGDUq0z3z1vizGB5rukDHKP1Q7SZqsbiYkJJRoBNRZSZCbv8jdekZERCAlJQU//PADXF1dsWvXrhIy+vr63HaxujP+jx8/4tKlS7h06ZLazwSIWykqbv8rn6PKV96EdEGbPxpdFE9DXcSu+GpiRvPp0yfo6Ojgxo0bCteVNYJfdh5yhDoRITMKvr/37t0bvXv35pWXQ7siRbOqp8q0Tw7fgFSMzgHN2gqg6CBycnIyWrZsqeCwRBXv37+HpaUlAKBy5cqwsLBQKzZacWcFQu+CpszKHSOI3RHX5F116dIFRkZG3PmOa9euITQ0FHZ2dli2bJmCe275Thztjo2Ysk5TJmh3gmnqL43Oad+TJu1LQEAATpw4wcUAc3BwwJgxY5ROkjSth8pISUlRel2TZxKLfOdXzO6LPKCyOvGN5Giqv6ioKPzzzz8YNGgQtLS0cPHiRdSrVw95eXkYOnSowmIMTVp+fn4A6ONNzZs3D4cPH8aECROwYcMGGBkZqbyXpi/V1Fz222+/RX5+PuLi4hSu8014xPRVtPVXk7Eco2KgcZwkoGhgUrt27VLIjmosLS1x4sQJhWtWVlY4fvy4qLMzquxsvyQvLw/a2tpqx+0oLCxEdHQ0cnNzQQiBTCZDSkoKpk+frpa8WMTmTxlCusjKysKpU6dKPNPKlSt5f/fJkyf49OkTgKKD3ykpKSo9FMXGxvL+Vrdu3QSeQpHCwkK1AxSrg6ZnXXJzc5Gfn88FQ01JSeEOn6ri5cuXePLkCXr37o3Xr1+rbSYpn1D88ssvyMvLUzmhSE1N5f0duV2/uojRuZi24vLly1i9ejUKCwvh5+cHExMTrFu3jtfRwYQJE2BtbY1hw4ZBS0sLkZGRCAwMFNxJkuft7t270NbWRseOHVXG4KEps7SDBE3elYmJSQmPThYWFggKCuL+VcajR49KHHZWx/EKTVkHxPcf6pZzgK7+0uic9j1p0r6MHTsWvr6+XDnNy8vD77//rlYcNrE6Lz6IlMlkyMrKwvjx45WadGraZoqBZiVfk4UHOWL1N3r0aOzevRs1atQAUDSAnzp1Kg4dOsQb00rdtGgtEYq3S4QQPHjwALVq1eL6nNKyACmNfp4QgidPnkBbW1sw7pMqVPVVpd0nMv47aOTd7v79+3B2dkZ+fj78/f0xZswYbNy4kXfr+c2bN1izZo1CsDgXFxdBF9GEEMTFxXGddXx8PLS1tfHhwweVLnQDAgLg4+ODvLw8ruPW19fnnd0/fPgQS5YsQWpqKgghaNGiBTw9PQUdHjg5OeHDhw94/vw5unTpgtjYWMHVrZcvX2LJkiV48+YNjhw5gvnz52P16tW8adHmj0YXTk5O0NfXR3x8PAwNDXHlyhW0bt2aN51ly5bh+vXreP/+PZo2bYqHDx+iY8eOKidJxRvH4OBgPHv2DNOnT8epU6e4HQFVXLx4Edu3b+cmcVKpFJ8+feK1a8/MzMT69euRmpqKzZs3c8FHlZlrAood+s2bN/Ho0SNYWlrizp07gmc3tm/fjgMHDqCgoAB16tRBeno6WrdujePHj6uUCQ4OxoEDB/Dp0yf89ddfGDt2LBwdHQUjhV+5cgWrVq1Sa0Ihb/A/f/6M3bt34+XLl3B3d8f+/fsFdxJodA7QtRWbN2/GsWPHMGnSJNSrVw/Hjh3DnDlzeCdJa9euxYoVK7Bs2TJUqlQJnTp1wurVq3nzBgAnT57E2rVr0alTJ8hkMri5uWH58uVKbeBpyiztDo0m70pfXx/btm3jXCGfOnUK33//PR48eKAy7MLy5ctx9epV0d4paco6TZkQU84BuvpLo3Pa90STP7lpmY6ODiwsLNC/f3/o6uri0qVL+Pnnn1WmBdDpHCjyXigfXGppaaFmzZqQSCSl9kxy5PpLTk7G0qVLOf2pWgyUr+SrOv+krH+jPf8J0OsvKytLweRLV1cXHz9+VAiHoklatJYItO0SIK4v1aSfB4q8HLq6uqJu3boghCAnJwfe3t68ehfTV2nSzgJ0YzlGBUGTIEs2Njbk2bNnXCDG2NhYYmFhwSszZswYcvToUZKdnU2ys7PJoUOHyKRJkwTT+vvvv4m5uTnp27cv6dOnD7GysiKJiYlk27ZtJDAwUKnM8OHDSUpKCnFyciLJycnEz89PMDCdhYUFFxCREELOnTtHbGxsBPNnbGxMCCFk5cqV5P79+yQ1NVVQF7///ju5ceMGp7+goCDBwG+0+aPRhTyA27p160h8fDz58OEDMTEx4ZUxMjIihYWFZOnSpeTRo0fkn3/+IWPGjBHMn6enJ3F1dSXDhg0j2dnZZNKkSWTFihW8MiNGjCA3btwg06ZNI7du3SI+Pj6CAfpmzJhBTpw4QUxMTEhBQQHZunWrWuXP19eXTJw4kQwZMoS8f/+ejBgxgvzxxx+8MsOHDyc5OTnE1dWVPH/+nFy5coVMnjyZV8bMzIzk5uZyZSIjI0OtYMuWlpYkIyODk3v69KlgYEQXFxeydetWYmxsTHJzc8miRYvI3LlzeWVodE4IXVthaWlJCFEM9KpusMesrCy17pMzdOhQkpaWxn1//fq1YFo0ZbagoIAcPnyYzJkzh8ybN48EBgYqBIdWBc27+vjxI/H09CQmJibE3NycrF27lnz8+JGEhISoDLA7ZMgQqiDYNGWdtkyILeeE0NVfGp3TyIjNn6rAn+oEABWr84yMDPLu3TsuCPK7d+/Iu3fvyJs3bwTbpbLSeXE+ffqkECCWj48fP5J169YRKysrMmrUKLJ582aSl5fHK0NTZgkhZPfu3WTEiBFk48aNxMfHh5ibm5P9+/eTw4cPq+yHadNKSkoihw8fJseOHSPPnz8XvF9OdHQ08fHxIV5eXuT8+fOC99P0pTRtJiFF46vExETu+99//y2oC5q+irb80YzlGBUD4SiuPBQWFiqsXHXt2lXl6pKc3NxcjBkzBnp6etDT08P48ePx7t07wbTkASVDQ0MRERGBwMBA/PLLL5g1a5bKVXY9PT38+OOPaNmyJZKSkjBq1CgubgofxQOrGRoaqrVKIzd5aNasGRITE9GgQQNBXXz8+FFhhcXc3JwzU/sa+ROri6pVq0IqlaJJkyZ4+PAhatasKRj4smbNmtDV1UXz5s3x8OFDtGrVSq1nunHjBtasWYMqVapAT08Pvr6+CoF5VeWvW7duaN++PbKzszFv3jzcvHmTV+bNmzewsLCAtrY2KlWqBAcHB7x9+1YwfydPnoSvry+qVauGWrVqwd/fH6GhobwyNWrUQPXq1dGyZUs8fPgQvXv3Rnp6Oq+Mjo6OgkOO2rVr8642Fqf4bqw6XhaTkpLg4OAAXV1dVKtWDZ6enmqVCbE6B+jaiubNm+P48eOQSqV48uQJVq1aJeh97t69exg2bBjMzc2Rnp6OgQMHqmWnX7NmTYUV0Hr16gl6aKQps25ubrh16xbMzMxgbGyMS5cuqbXTRfOuatSogUWLFiE0NBRBQUFYuHAhatSoAVNTU5UrsHLvlGKhKes0ZQIQX84BuvpLo3MaGbH5s7Cw4D79+vVDhw4dFD58iNW5l5cXrK2t8ezZM4wcORLW1tawtrbG+PHj0atXr1J7Jjm0+nv48CGsrKxgaGiIvn37wtbWFsnJybwyTk5O0NbWxurVq7F8+XLk5eWpdOYgh7bMTpkyBevXr0ft2rVRt25drF27FnZ2dujVqxfWrVtXamkdOHAADg4OSElJwbNnzzB16lQEBgYK5m/Pnj3YtGkT6tati/r162PHjh3Yvn07rwxNX0rTZgJAlSpVFOJlCVm0AHR9FW35ox3LMco/Gpnb6evr4/r169DS0sLnz59x9OhRwfM+PXv2xIEDBzBy5Ejo6OggPDwczZs3R2ZmJgghJWyINfG6VKdOHURGRnITrB9//LFEMNUv6dSpE1atWoWRI0dCV1cX4eHhaNiwITfQUjW46NGjBxYsWAAHBwfMmDEDiYmJguc0atWqhWfPnnHPdebMGc5mubTzR6MLc3NzTJ8+nfPKdfXqVUFvLa1bt4aXlxdMTEzg7u6OzMxMwYkVAGhra0MqlXK6yM7OVmkSJKd69eq4e/cuWrRogStXrqBTp06Cz1S1alVkZmZy6SQkJKjlrlxHRwe6urqcnLa2tuDk5ccff8TBgwfRtm1b/PHHH9DV1RWc0Hbu3BlbtmxBXl4eLl++DH9/f3Tp0kUwf19OKI4dOyY4odDV1UVeXh73TKmpqV9F5wBdW7Fs2TLs2LEDlStXhpOTEwwMDLBixQpemdWrV2Pnzp1wdHRE/fr1sXbtWnh4eJQ4z/glzZo1w7hx4zBixAjo6OjgzJkzqF27Nte+KLPppymz9+7dUzjzYGhoKBiDCBD3rjTxdCWRSDBs2DDR3ilpyjpNmaAp5wBd/aWpHzQytPnz8PBAVFQU6tWrp3BonO9MkFidr127FgCwd+9eTJ48WfA5NH2mL/X36tUrtfS3ePFiODo6cguI58+fh4uLC/766y+VMq9fv4avry/3vVWrVirNwuWI1d+X7sblwaqfPHmCJ0+e8DoeoKkfx44dw/Hjx7lFWwcHB9jY2AgGyQ0NDUVAQABX521sbGBpaYlZs2aplKHpS2naTABo06YNHBwcYGFhAV1dXURERKB+/fqcXpXpkaavoq2/NGM5RsVAI8cNGRkZWL16NWJiYiCTydCtWze4ubnxVmS+wLHKbIjv37+PNm3aqDz4x3fgLy0tDaGhobC3t4enpydu3LgBe3t7jBgxQqWMMhe9xfOnyovN69ev8fnzZ/z888+4f/8+bt68CSMjI15dvHjxAosXL0ZCQgJq1qwJfX19rF+/Hs2aNSv1/NHoIj4+Hi1atICenh5ev36N+/fvo2fPnrwHpXNycvDgwQMYGBggKioK169fx8iRIwXjOgUFBSEsLAyPHj2CmZkZTp8+DXt7e9jY2KiUefz4Mf766y+4urpi7ty5iI2NxYwZMzBp0iSVMgkJCfDw8MDz58/RvHlzpKenw8fHR/CA+a5du/Ds2TPExsbC3t4eQUFB6Nu3L28smuzsbFy4cAGmpqY4ePAgrl+/jgkTJvDGbpBKpQgICEB0dDSkUim6d++O0aNHC064c3NzsWPHDkRHR3NBmh0cHFQ6HwCKvBdu27YNycnJ6NmzJ+Li4uDh4cF5Q1MGjc4BuraCBrkzF3Nzc87trqmpqeAKtqrAq3JUHVAXW2Znz56N6dOn47fffgMAPH36FF5eXti5cydv+jTvigaadhagK+s0ZYKmnAN09ZdG57TviSZ/YgN3A/T1MDMzE6dPnxblxKesdA4od+zE55wEKIq9M2DAAO63Y2JiEBgYCG9vb5UyYvVH426cNi2gyJnHrl27uAF6Xl4e7OzsOO93qjA2NkZISAgX6qOgoACWlpY4efKkShmavpSmzQQguMOnTI80fRVt+aMZyzEqBhpNkmQyGS5evAhDQ0NkZmbi4sWLsLCwUDvwqBgKCgrw/Plz/PLLLzh16hQSExNha2vLG3V53rx52LhxY6nnRRnDhg3D6dOnRcs9ePAATZo0gUwm4yYXXwMaXQwfPlwtTz/FUeZRS12ePHmC69evo7CwEN27dxecWK1Zs0aw8VRGRkYGMjMzkZOTgxo1aqB58+ZqyV25ckVh8sI34QeAcePG4ciRI6LypioYqlB08U+fPiE4OBjjxo1DWloa/P39MWXKFMEAn5mZmUhISEB+fj46duwoOFii1bmYtqJ4MEqxOyEzZ87EhAkTsG7dOvz11184evQooqOjv0qcLkB8mbWwsEBiYiJatmwJbW1tJCYm4ttvv0X16tVVxlWTI/ZdvXz5Enfv3oWxsTFWrFiBxMREODs7Kx3EFA92qwyhg+k0ZZ2m/6At54D4+guI1zmtDE3+Fi5ciJkzZ6oMIKsM2j570qRJSp34eHl5leozAf/Tn0QiQfv27VGvXj1BGbmL/eIWFk+ePMGUKVMAKC+/vXv3xrt371CzZk1oa2vj/fv30NXVhba2tsp2pjTGPHl5eUhPTxd8bzRpzZkzB/fv38fgwYOho6ODixcvolatWlwsJlXu17dt24YbN25wO2lhYWHo2rUr5y5dFTR9qdg2kxbavoq2/pbVWI5Rtmhkbrd48WLo6urC0NAQWlpaiIuLQ3x8vKCLaBpcXFzQsGFDGBoawsfHB5aWlli4cCH27t2rUub169d49+6d4ACzNGjWrBn27NkjKsjr+vXr8ejRI/j6+iI9PR07d+7EjRs3BBsmGmh00bBhQyxfvlxUALdmzZrh9OnTooMF37hxA5s2bcKxY8fw7NkzTJs2jfM2porY2Fh8/vxZlBv0gwcPIiwsDIGBgXj16hWmTp2K8ePHC65kPXr0CEFBQfDx8cGTJ0/g4eGBn3/+mdcVaZUqVXDv3j389ttvam3ZA0WRz+XeofT19WFgYIAFCxYIurB2cnLigoPKB9wuLi7YunWrSpmIiAjs2rULISEhSE5OxpgxY7B48WLeVTManQPi2oriA/WMjAzUrVsX+fn5SE9PF/QWtHLlSqxevRpv3rxBnz59YGBgwA2gShuaMiu0Y6UKmnfl4uKCMWPG4MyZM3j06BGcnJzg5eWl1ATp0KFDWLlypdIYLerEgaEp6zT9B005B+jqL43OaWRo82dgYAAjIyPUr18fOjo6asVmoe2zMzIysG/fPnh5eWHIkCGYPn06bG1tS+2ZVC1iPHv2DIBwUOfExEQAKHG+b/369SrLr5BHTmXQ6i8gIADx8fGYP38+LC0tUb16dRgZGfH29TRpDRgwAAMGDOC+q2OKChTtlP/222+IjY2FTCbDxIkTBSe0NH0pTZtJC01fRVt/y3IsxyhjNPH6oMyrkJD3M03TWr16NfH19SWE/M/7lSqMjIzIr7/+SgYMGECMjIzIsGHD1PIURoOtrW2Jz/jx43lljI2NFTxbSaVStb13iYVGF66urko/fAwYMKDEx9DQUDB/ZmZm5OnTp9z358+fC3qvGTlyJOnevTuxtbUlU6ZM4T58GBsbK3g/ys/PV0vn1tbWJDo6mvt+48YNQe81PXv2JC1btiS//voradeuHWnbti1p164dr4yyvMi9DPKhrN4V9wqnKq2MjAzue2ZmpmBaNDqXp6VOnotz8OBBYmVlRQghJDU1lRgbG5O//vpLMK2ygqbMElLk+cjHx4fk5uaS48ePq5UWzbuSv/8FCxYQf39/Qggh5ubmaqUnltIq60JlgqacE0JXf2l0TiNDm78BAwaQO3fukLdv3yp8hPL3Jer02aNGjSISiYT4+/uTY8eOEUL+59FVFWKeaevWrbyfr0F+fj7Ztm0bcXFxIdnZ2WTLli2CnvFo9WdsbEzevn1L9u3bRzw8PIhEIlHLOxtNWsnJyeTChQuksLCQJCcnC95PCCELFy4scW3GjBm8MjR9KW2bSQNNX0Vbf8tyLMcoWzTaSdLR0cHLly+5wGMpKSmcTWtpo6OjgxcvXuDs2bPYs2cPUlNTUVBQwCujbHWKaB47VylOTk4lPAtdu3ZNUO7Dhw9coLjs7OyvYqoI0OliwIABGDJkiMI1oUCBf/75Z4nAa/JVPj4KCgoUPFU1btxY0JPPggULBH/3S750IqGuvnNzcxXOV3Tr1g25ubm8MhcvXixxligrK4tXpk6dOggLC1MIhioUQwwoOkR769YtdO7cGUDRebLiu3/KkEgkCh7datWqJehkg0bnAF1b4e/vz8XZadCgAY4fP46RI0fyrlReuHABf/zxB7KyshTKtzqRz+VBSlu2bInc3Fzes3cAXZlds2YNPn78iDt37sDe3h7h4eF48OAB3N3deeVo3lXVqlUREBCAy5cvY+HChQgNDS3VQMvFoSnrNGWCppwDdPWXRuc0MrT5+/HHH9GqVStRK+W0fbaZmZloJz5inkl+TkmVubEQNHFqli5dioYNG+LBgwfQ0dHB69evsXDhQmzatEmlDK3+dHV18d133+H8+fOwt7eHjo6OoBMBmrTExtmbN28eHj58iNTUVIUdfKlUqjJ2oByavpSmzSzOhw8fUKtWLbXupemraOuvPG9lMZZjlC0azWhcXFwwbtw4blCclpbGexARUB6ATJ1gsg4ODnB0dISFhQWaNWsGExMTODo68sq4u7tj3759CteUHfAsTvHG9vDhw3BycuJtbKOiolBQUABvb284OTlx16VSKbZu3YozZ86oTGvatGmwsLDgOvw7d+5g/vz5vM8kNn9yxOji6NGj+PTpE/7880+8ePFC4ZkCAwOVRky/d+8eCCFwcXFRsFOXSCRYtGgRIiMjefPXoUMHuLm5Yfjw4dDS0sKpU6c4sxpVnDhxgvO+JGfmzJm8h8ytra0xatQo9O/fH1paWrh06RKsra150wGARo0aYceOHVz+Tp8+zXVeXyL31GhnZ4eDBw9yg3WJRIKJEyfynjuhDYa6YsUKLFiwAB8+fICWlhZq164teF5gwIABsLe3x9ChQwEUlWW+QK0Anc4BuraCphP29PTEypUr0axZM1Gd1OXLl7F69Wq1g5QCdGX2xo0bCA4Ohrm5OecCV8ijFkD3rtatW4ejR4/Cy8sLdevWxa1bt1S6G6ZFk7JOUyZoyjkgrv7KodE5jQxt/urVqwcTExN07dpVYYKq6twJQKdzoMghgKmpKfT09HDw4EHcv39f0AU4zTPRmhu7u7vDwcEBnp6eqFevHqysrLBw4UIcO3ZMpUxSUhLWrVuHqKgozt0znyMjgF5/7dq1w+jRo5GdnY0ePXpg+vTpggGaadI6cOAAjh07hjFjxqBu3boICQmBra2tyknSypUr8f79e6xdu1bh/I6urq7gJJimL6VpM4Gi8cWCBQuQn58PPz8/jB07VjCIL01fRVt/acZyjIqBRo4bgKKVgaSkJOjq6qJJkyaCq1ozZ87E4MGDsX//fhw/fhy7du1CfHw879kisUyePBlxcXEoLCxU8PyjpaWF3r17854LsLOzw8yZM+Hp6Yng4GAEBwfDz89PZWPr5+eHO3fu4Pz58wo2vDo6OujRo4ege9/09HTEx8dDR0cH7dq141yEllb+aHRx4cIFPHjwAH/99RdGjx6t8Exdu3ZV6pJ6y5YtiIuL47wRytHV1UXv3r0F3ccWFBTg8OHDiI2NhY6ODrp06YJx48Yp9dwkX/169eqVwq6VfPWLz+0rUNTgxsXFQUdHB507d1arkf7w4QO2bNmC2NhY6OrqonPnzpg9e7bSVS1XV1fExsYiPT1d4X1WqlQJffv2xZIlSwTToyUrKwuVKlUS9PYlJzIyUkHnX+4cytFU54D4tmL//v0IDg5W6IQtLCwwYcIElTJy73ZisbKywu7duzFp0iQuIvycOXN4nZCIKbNyLC0tERAQgJEjRyIoKAjv37+Hra0trxcpOeq+q7JE07IutkzIEVvOxdTf4tDonEaGJn+qdvWVLWIVh0bnaWlpCAsLw8ePHxWu8w0EaZ5JmeMfMzMzhISE8OZPvuAnxqultbU1Dh06hLFjxyIoKAivXr3C9OnTBT1h0pbZhw8fonHjxqhWrRpu3ryJzp07Cy7kiE3rS++eMpkMZmZmgs6UZs2axcXdErPbLLYvpWkzAWD06NFYu3YtHB0dERwcjLi4OKxZs0bpIq+mfRVtOyt2LMeoIJS1fZ/c/rS4HfnXOsfk6ekpWoY2f9evXxedFg20+aPRRXHbYXUJDQ0VLSOW7Oxs8vLlSzJr1iySkpLCfd68eUMKCwu/evrqsmfPnn87C6XGv6XzhIQEsnfvXnLgwAFy7949lfeFh4eT8PBwMnfuXOLo6EhCQkK4a+Hh4YLpyM83Fq9XX8Om/MSJE2TixImkd+/eZP369WTQoEHl6pzV/fv3yezZs8mECRPI+PHjuY8Q/6WyXpGgOX9Cg4mJCVm9ejU5cOCAwqe0GT9+PAkNDSUFBQWksLCQnDx5ktjZ2QnK2dnZkadPn3Jn7iIjI8nYsWN5ZS5evEhGjhxJunXrRhwdHUmvXr3I2bNnS+U5/i1Wr15NNm/eTIYMGUIuXbpEZs2aRZYvXy4oFxsbS9zc3MjAgQPJsmXLyO3bt8sgt+qjrH1WNe6pKOMDRsXg6xwg4oE2mCcNNO4faYOClZW7R9r80ehC3Wj2xVHHdEhT9PT0oKenR+0prKwQG3yxPPNv6NzCwgJmZmYwNTUV9Mp45coVAOA8Kn4ZxZ3PIyNAH6RULN27d0e7du1w/fp1SCQSbNmyRa3o8WWFq6srJkyYgBYtWogyV/wvlfWKgtjzJ5pQtWpVLF68uNR/90tozY09PDywePFiPH78GL169eLi1PBRs2ZN7Nq1i3M3vnjxYrXcjZdnFi5ciICAALRs2RJ+fn4wMDDAmDFjBOW6du2Krl27oqCgAKdOnYKjoyOqVKkCc3NzTJgwQe0d26+FmMC6FWV8wKgg0Mysdu7cSQgh5ObNm6Jl7969SywsLEjHjh2JtbU16devn1q/ExkZWeLaiRMnRKcvxPPnz8nYsWNJmzZtSM+ePYmFhQV5/PhxqacjRyKRcP/m5uaWu/z9V7h8+TIhhJDPnz//yznhRyqVknPnzhFCCMnIyCDHjx9X8JrDx4MHDwghRStpfDub//zzj+YZpUDuNSgvL0+tVe/U1FSyY8cOMmLECDJlyhRy8uRJQe9TEomESn+fPn0iGzZsIJaWlsTMzIx4enqS7Oxs3uegYejQodSyYvH29i5xTWhVedSoUV8rO0oRWyYIUb+c/9cxMzMjubm53Op6RkaGWt5baXR+7NgxsmnTJhIdHU1iY2O5T2kTFRVFtdq/b98+QkhRPVZVb7+E1tMtjf6UPVNWVhZV+nwI7Z6p4vPnzyQiIoLMnDmTDBw4kGzYsIE8ePCA7N69W9DLYlnw7t07Mm/ePNK9e3fStWtX4uDgQN68efNvZ0sBsWM5RsWAapLUt29fEhcXR4YOHUru3r1b4iNEQUEBSUpKIv/884/goPXIkSPE19eX9OnTh/j6+nKfP/74gwwcOJAm+2ohprGlJTw8nHMv+eLFC9K/f3+1t/vLIn9y3r9//9XTePPmDfHy8iKEFJmQLFy4UNCdrRgGDx5MZDIZtQvknJwccvjwYS6vW7Zs+SoN4cKFC8mSJUsIIUXuR11dXYmbm5ugnJeXF7G3tyeEEJKWlkbs7OzI5s2bld47fPhwQgghEyZMKKVcC3PgwAGN3HmHh4eTvn37ks6dO5PFixeT169fK71Pmf7c3d01f4BiyM08nJ2dRcvOnDmT7N69m1y/fl1Um5mYmEjmzZtHCCHk8ePHxNbWljx58kTpvcuWLSNTpkwhnTt3VnB9a2dnJ2hCuG7dOrJx40YSGxsrKn800JQJMeW8ODT1V4zONZGhzd+XJkjquB2mrYdz584lw4cPJ5MnT+Y+Qu6UaZ7J1dWVDBw4kCxfvlxUuaMxjZ06dSrx8PAgx48fV9s0V6z+MjIyyLt37zjX0u/evSPv3r0jb968EZykpaSkkLVr15JFixapHYJj4sSJJCEhgUilUt77vqRnz57E2dmZXL16VWFRSSaTkalTpyqVuX79OjeBevr0KRk8eDC5desWbzpfu5//t9BkLMco31A5bvDz80NERAQSEhJKHNRTFbht2bJlvOYbqjzy0DgRKI78EPb06dNx6tQpWFpaKr1vypQpvPlTFexODo3XORMTExw8eJDz7JeVlQU7Ozulh1Q1zR+gvi7k0HiUofVeOH78eFhYWMDS0hIFBQUIDw9HaGiooFejmzdv4tGjR7CyskJ8fLxKs0dXV1eEh4dDIpGUOJiqKrp6caZPn442bdrAwcEBOTk5OHDgABITE3mDWH7+/Bm7d+9GcnIyli5div3792Pq1Km8h2+VHVwWOoAMACNGjFA4/M93YHfixIlISUlBenq6wsFW8v+DUfJ5JAPU1/mX+Tt+/Dj37J8/f8bIkSN5DxS/efMGJ0+eRHh4OGf6MWzYMERHR2P79u0IDw8vISNWf+3atYOWlhb37HLk35WVC0tLS9SsWRP3799Hx44dS/ydry6OHz++xDV1grWOGjUK8+bN41wqx8bGYuPGjUodtqSkpCA1NbWExyodHR00a9aMc1NbmvmjKes0ZUJMOS8OTf0Vo3NNZGjz5+npCT09PYSHh2PJkiXw9/dH/fr1sXTpUpUyNDoHAGNjY6X1rbSfCSg63B8VFYVTp07h1atXGDRoEMzMzNCgQQOVMuPHj8f79+/x22+/KbiE5/P0p8oEnc+DnFj9qXJsoquri379+vE6Nhk1ahR69uxZwvSVz3S4V69eyMjIgI6ODnR1dXnbseLk5OQgNjYWhoaGyMzMxMWLF2FhYcE75jA3N8fGjRs5s/wXL15g3rx5vN6DxfbzRkZGvHn4Gn0VDWLGcoyKBdWZJBsbG9jY2MDX1xdTp05VS+bLGELqIo8gbWxsLPqMjJiYJMqe48uBEx/FXZDWr19fLRekYnzya5o/mvgsq1evxs6dO+Ho6Ah9fX2sXbsWHh4evI2gm5sb571QT08PP/30ExYsWCDovfD9+/fcpK1y5cqwsLDAgQMHeGV2796NmJgYpKamwsjICKtWrcLw4cMxY8aMEveuXbsWa9euxZw5c7Blyxbe31XGq1evsHPnTgBFNs8ODg4wNzfnlZHH4fj777+/ehwOoEiH6sRp2Lt3L968eYPZs2eL1oUYnReHxp233O3wxo0b8fPPP3PXhw8fjri4OKUyYvVXPDZIRkYG6tati/z8fKSnp6tc4Dh06BD++ecfLFmyBPb29oLPUZw///xT1P1yxMSc+emnn/DTTz8hKCgIOTk5yM7O5lxz5+bm8k6S5PkrKCiATCZTKwYRQFfWaWOWqVvOi0NTf2liF9HI0OaP5vwJrc7bt2+Pa9euCbr9Lg7NM8nzVLlyZVSqVAn5+fnIyMjAnDlzMHDgQJXtjNCCnzLUcd39JWL1J3dBvXfvXtHn9iQSiWCYky9RJzajMlatWgVdXV0YGhpCS0sLcXFxiI+Px8qVK1XK0MQ8EtvP79mzh/u/RCKBrq4uJBIJCgoK8M033/CmRdtX0aBJfCVG+UYjxw0jR46Ei4sLYmJiIJVK0aVLF7i7uys9/Ch3S5qUlISdO3fCx8cHT548gYeHB+9qj5yUlBQ4OTnh48ePageJFBOTRO47/8aNG9i0aROOHTuGZ8+eYdq0aSV87Svj48ePCv73zc3NS8Ql+hIxPvk1zR9NfJbCwkKFwWnXrl0FG8E3b97AwsICBw8eRKVKleDg4ABTU1PB/NEEUT158iQXYLR27drw9/eHpaUlbyO4efNmBAYGcmW2a9euGD16NHR0dHjTogliWVpxODw9PXllAHFxGrS1tbngrDExMZwTgS5dumDAgAG86dDoHFAeU2PkyJG8MqGhoQgJCcHPP/+MtLQ0+Pv7Y8qUKahWrRqWLVumVIY2jsmhQ4cQGhqKwMBAZGZmYubMmRg/frzSwLV6enro2rUrjh8/jnfv3iEuLg4SiQSdO3dGy5YtBdOigSbmzM6dO7Fv3z6FeCdCO4UvX77EwoUL8fTpU8hkMvz000/YsGEDmjZtypsWTVmnKRO08Uho6i+NzmlkaPOno6OD0aNHK1hYCEGjcwC4fv06Tpw4AV1dXejo6Ki1Q0HzTG5ubrh06RIMDAxgaWmJXr16QUtLC/n5+ejbt6/KdkbI7XlpQau/kSNH4siRI3j//r3C+EUeRFcZ/fr1Q2BgIHr27KmwIysUv4iGBw8ecLthderUwZo1awT7bZqYR2L7eXk7HhERgV27diEkJATJycmYOnUqlixZUiJwfXFo+yoaaOMrMco/Gk2S3N3d0bVrVyxduhSEEAQGBmLx4sW85iZubm6YN28eAKBZs2aYPXs23NzcBM0RVq1aBQ8PDzRv3lzt1S9tbW1IpVLu/uzsbGhra/PKrFmzBhs3bgRQ5N1t9+7dglvIAJ3XORcXFwWf/FZWVoI++WnzR6MLMR5l5NB6L6TxaiQ3KZCnpa2tLTjZ8fLyQkpKCszNzUEIQXBwMJ4+fcq7owYAy5cvh4uLCz58+ACgqLEXCsypq6uLvLw8Ln+vXr0S1HnPnj0RFRUlOg6HiYkJDAwMuDgNLi4ugnEa9u7dizNnzsDY2BiEEOzYsQN///03Zs2apVKGRudAkYlfly5duJgaK1euFOxQnZ2duXuqV68OLS0tuLi48Jrr0OrP39+fi68kn0COHDlS6SRJzoULF7B9+3YMGDAAMpkMe/fuxbRp0zBq1CjB9IpTWFgoGJtkzZo12LJlCxwcHLj4HUL1IygoCGfPnlU7Qj1Q1KZPnDgRgwcPBlDUjrm7u+PIkSO8cjRlnaZM0JRzgK7+0uicRoY2fzTQ6BwAzp8/Lzotmmdq3749XF1doaenB4lEgvz8fFSrVg1Vq1YVNDkuDd69e8frSZNWf46Ojvjuu+9EecyUm2r98ccf3DUtLS3ehWFaaCwYPDw8cPjwYRw6dEgh5hEftN4Ld+zYgYMHDwIoWog4ceIE7OzsMGjQIN5noumraKAZyzEqBhoFky0euE2OsjMBxfnSphxQL1jc2LFjcfToUVH5CwoKQlhYGB49egQzMzOcPn0a9vb2vAOf4cOHl1hpVedMyIsXL7B48WIkJCSgRo0a+P7777F+/Xo0a9asxL2PHj1CixYtFEx9isN35oc2fzS6yMjIwOrVqxETEwOZTIZu3brBzc2Nd6KUkJAADw8PPH/+HM2bN0d6ejp8fHzQqVMn3vzRsGvXLjx79gyxsbGwt7dHUFAQ+vbty7s6Z2pqipCQEK7hlEqlGDFiBE6dOqVWmmKCWF66dAnbtm1DcnIyevbsibi4OHh4eCht2Hft2oVp06apPLunarc1KCgIFhYWKhcm+MzBTE1NERAQwE0i8vPzYWlpybvTIFbnchMdVb/JZ1+vrFwra3NKg+HDhyMoKIjTRUFBAaysrHjbMjMzMxw6dIibhLx//x7jxo1T++zG48eP4e/vj9DQUFy/fl3zh/iCSZMmYefOnaJCLChri9VpX8SUdZoyoUk5L47YILRlzdfKnyb1UFPEPNOXOwa///47lixZwjsYVoZEIsG5c+e4lX0+CCG4fPky/P39ce3aNdy5c6fEPZrqT50xTmkjk8lw4cIFBAQEcGaPqoiOjoarq2uJHXhlZ3g+fPiAWrVqISMjQ+lvfY2dLiMjI0RERHB9ozpnEWnGB2LRZCzHqBhotJOkq6uLpKQk/PLLLwCAxMREwQ6Z1hzh119/hYuLC3r27KmQBl/jZGFhoRCTZNu2bWjVqhVvOjRbyECRPe6RI0eQm5sLmUyGSpUqqVzBPnjwIFatWqU0joPQIWna/NHoom7duvDx8QFQZGv/9u1bwZ2kdu3awc/PD8+fP4dUKkXTpk15y8Ts2bOxdetWlQc0+Qbs06ZNw5UrV1CnTh3OIYWhoSFv/mQyGXJzc1G9enUAQF5eHu+K2cqVK+Hu7q7ScQbfrmm/fv3Qtm1bLg7HkiVLVK5SylcYlZ3d49s5/fz5s8K/YpBKpQora9ra2oKr/2J1fuvWLfTq1YuLY/QlfPWXxlyHFmVmNNbW1rwyUqlUYZemVq1agvrLy8tDREQEAgICcO/ePRgZGcHX11fl/TY2NvDz8+McTMhRx9ypTp06MDExQadOnRTaIj7z5ho1auDKlSvo06cPAODy5ctqxWETU9ZpygRtOaepvzQ6p31PmrQvYtCkHopFk2ei2TEozrNnzxAQEIDg4GB8++23vJOkV69eITAwEMePH0dGRgYmT56s0umFpvrr1KkTYmJi0L17d0FLGPmCmap6KnQ84eXLlwgMDMSJEydQqVIlteIkidmBd3Fxwa5du2Btba20rCvb6dKknwfozNloxgdi0WQsx6gYaLSTdPv2bTg7O3PmDunp6diwYQPvrsGHDx+wZcsWbluyS5cumD17tqBJCI0nmvfv3+Off/5Bjx49sHv3biQlJWHGjBm89vUFBQU4fPiwQv7GjRsnOPm7ePEibt26hWnTpmH06NHIyMjA3Llzee3F4+PjS3jHEjocS5s/Gl0EBAQgPj4e8+fPh5WVFb755hsYGRlhzpw5KmUSEhJw+/ZtjB07FrNmzUJSUhLc3d1VdnJyrz+pqakl/kYIwU8//aQyrYKCAjx//hy//PILIiIikJSUBFtbW15zCX9/fxw6dAgDBw4EAJw9exYTJkxQ+Z7u37+PNm3aIDY2Vunfi59D+5KXL1/i7t27GD58OFasWIGkpCQ4Ozvz1g8fH58SZyxWrFjB67EKAA4fPgxbW1uFa/LOVhXbtm3DjRs3uLNpYWFh6NatG2bPnq1ShkbnQJHZ1pfmB/LdAVU8fPgQCxYswIcPH6ClpYXatWvDy8uL99xPVlaWwgFaMdy7d48zo+ncubPg4sPy5cvx8eNH7iDyiRMnUKNGDaWDmPv378Pf3x+nT5/Gb7/9BiMjI+zYsQMXLlxQK2/KTPKEnjUoKEjpdT6dP3nyBC4uLkhPTwchBPXr14eXlxeaN2/Omz+ask5TJsSWc03qL43Oxcpokj9lTJ06Ffr6+jA3N+cWF4pDo3OxaPJMNDsG8gCo/v7+uH//PrS1tbFt2zaV/WhkZCT8/f3x4MEDDBo0CMOGDcPSpUvVMimk1V+/fv2QlpYGbW1tblFO1eT5/PnzMDQ0FFV/CwoKcPbsWe65+vXrhxs3buDy5cuCCze0pKamljgTlJiYqLR91qSfl1PcnK1Lly6C5my0fRUNNGM5RsVAo0kSUNQpqLtrABQdkB4xYoTgofzSYPLkyejTpw+aNWsGHx8fTJw4Ef7+/jh8+LBKmTVr1sDMzAy//vqrqLRMTU2xfv163L59G/Hx8Vi+fDlsbW25cw7FiYqKQkFBAby9veHs7Mwd5JRKpdi6dSvOnDlT6vmj0cWIESNw4MABhIWFITk5GW5ubrC2tuY9/2RpaQknJye8ffsWkZGR8PDwwKxZsxAYGMibv0mTJpVwdGFpacmblqOjIxo2bAhDQ0MsXLgQFhYWuHnzpqAnvYcPH+LWrVuQSqXo1q2b4I4aUOTK9UsHGTNnzlSwF/+SMWPGYMyYMahSpQoOHz4MR0dHrF+/Hn/99VeJez08PJCamlqisZVKpXj79q3KQcKWLVuQmZmJyMhIhVVTqVSK2NhYREZG8j7XxYsXcePGDchkMhgYGAiutInV+dGjR/Hp0yf8+eefCu6lpVIpAgMDERUVxZseIM5cx8jICD///DPMzMxgaGiotqmZhYUFzMzMMGLECLU7UZlMhmPHjinob/To0UrPF7Vq1QpDhgzBggULuJ3zgQMHCp4vyMzMBCEEdnZ2OHjwINdWSCQSTJw4UekKbGmYw8h3xNU1+xJT1mnKhKblXEz9pdE5jQxt/viQT1DS0tIUdv01rYc0Lt5pnsnLywtJSUkKOwYtWrSAs7Oz0vtXrlyJyMhItG3bFsOGDcPAgQNhamrKO+Fp3bo1Bg8ejNmzZ3M7+EJ1sTTasa+JgYEBOnfuDAsLC/Tt2xdVqlRRq32h4d69eyCEwMXFBV5eXtx1iUSCRYsW8dZFmn4eKHJwYWZmhv79+wue35RDOz4QgyZjOUbFQCNzOwCoVKmSqMOIHz9+xPjx4/HTTz/BzMwMgwYN+mrmWG/fvoWdnR2WLl0KS0tLmJqaCrqVbt26NTZs2IB3797BxMQEpqamgiZmQJHpYcuWLeHt7Q1ra2tUq1YNBQUFSu/NyMjAnTt3kJOTg8uXL3PXdXR0MHfu3K+SPxpd6Orq4rvvvsP58+dhb28PHR0d5OfnC6bVq1cvzJkzB0ZGRtDX10dhYaHKeydPnoy4uDgUFhYq2O9qa2ujd+/evOk8efIEmzZtgqenJ6ytrWFvbw8rKyvB/LVq1UqtiREAzJs3Dw8fPsSrV68U7I6lUqngjkVeXh5MTU3h4uICU1NTdO7cWaW50JQpU7jYNsXPV8hj26iif//+ePLkCS5duoT27dsryE2aNEnw+fr374/+/fsL3idHrM5/+OEHPHjwADKZTOHZdXR01PLKCEDUztCpU6dw+/ZthIaGYuPGjTAwMICZmZnSVfXibN++HaGhoZg4cSK+//57mJubY9CgQbyDQG1tbYwbN07wsDIA7Nu3DyEhIRg5ciQ6dOgAIyMjtVzEenl5cXFWinvRksdZUcaX5jDF18FUmcNoavYlpqzTlAnack5Tf2l0TiNDm7/i5ObmIjk5GS1btkRubi63+/lln6BpPRTj4l2TZxJ7AP7ChQv49ddf0b9/f/Tu3Rt6enqC5myRkZEIDg7GjBkzULVqVQwbNkzQayut/krrLJ0Qo0ePxqlTp7B37168fPkSw4YNEyX/6tWrEnGoih+lKM6FCxcQFxeHtLQ0BTMzXV1dlU5rNOnnAeD3339HaGgovLy80KtXL5iZmSmNUVcc2vGBGDQZyzEqCF8xUC0vd+/eJWvWrCFGRkZkyZIlJC4uTul9aWlphJCi6NPKPnxYWlqSa9eukZ49e5KUlBQSFxfHRScXIj09nRw4cIAMGDCA2NnZkeDgYCKRSFTe7+DgQJycnEi/fv1IXl4ecXd3Jw4ODrxpXL9+nRBCyOfPn0leXp5a+aLNH40u3N3diY2NDRk+fDgpKCgg06ZNI+7u7rwyv//+O/Hx8SE9e/YkHz9+JDt27CATJkwQfB5PT0/Be77EzMyMPH/+nPTv3588fvyYpKSkUEVe5yM7O5u8fPmSzJo1S6HcvXnzhhQWFvLK2tjYEH9/f2JgYEDevXtHQkJCiLW1tWCaT58+JX5+fuTIkSPk4cOHauUzJyeHvH//nly9epVcvHiRZGRkqCUnFlqdP336lEilUvLs2TPy+PFj0RHhxZKZmUkOHz5M+vbtS0xMTMiIESPIlStX1JINDw8nffv2JZ07dyaLFy8mr1+/LrV85ebmkqCgIGJnZ0d+++03MmfOHBIdHS0ot2fPnlLLgzLu3btHCCHkxo0bSj9C0JR1mjIhtpxrUn9pdC5WRpP8Xbp0iQwZMoQMGDCApKenEwMDA3Lx4kVeGdp6aG5uTgghCn2GsbFxqT8TDTExMcTV1ZV07dqVjB8/nhgYGJD379+rJRsbG0uWLFlCunTpQqysrEhAQADv/WL1d+zYMUIIIVu3blX6KW1u3LhBFi1aRDp37kzatm1Ljhw5QrKzs1Xen5CQQO7evUuGDh1K7t69y31u3rxJhgwZwptWaGio6PzR9PPF+fz5MwkODiZ9+/YlgwcPJtu3b1f5fGUxPpCjyViOUb7R2NyOhnfv3uHkyZM4deoUtLS0MGzYMFy/fh36+vpYvny5Srni8W26dOmCMWPG8Lp0jI+Px969e9GvXz9uJWHmzJmCKxAJCQkICwvDhQsX0K5dOxgZGSEmJgZpaWnYvn27UpmCggJcuXIFbdq0gb6+PsLCwjB06FDeXTJlMUlUecTTNH+0unj48CEaN26MatWq4ebNm+jSpQvv/VlZWQgLC0PXrl3RunVr+Pr6YuTIkYLmlYQQLm6PuvGLoqKiOBfMc+bMgYmJCebOnSvaE5K6FI8p1LVrV8EdmBcvXuDo0aPo1asX+vbti2XLlmHixIkKsae+JDQ0VMGt9Llz59RyK33t2jUsWbIEbdu2hUwmw507d7BixQru7FVpQavzBw8eYN68edDT04NMJkNmZiY2b94sWP7EEhYWhtDQUDx79gzGxsYwMzND06ZNkZKSgtGjR+Pq1atK5d68eYOTJ08iPDwcVapUgbm5OYYNG4bo6Ghs375dbY91YkhLS0NISAjCwsJ4z1wARZ4Hd+3apdD+OTg4cA5IlJGVlYU1a9aoFcdODq3ZF01ZpykTmpRzsfWXRuc0MrT5s7Kywu7duzFp0iQEBwfj2bNnmDNnDm9Zoq2H1tbWOHToEMaOHYugoCC8evUK06dPF/R6KPaZNCE/Px+RkZEICQlBfHw8Bg8erGAOxof8TE9YWBivJzhN2rEPHz7g/v37kEgkaNu2rco+UZWZrBx1zGXz8/Nx9uxZhISE4O7duyqDb2/ZsgVxcXGcmaYcXV1d9O7dmzcAbmZmJtauXSuqfaHp54Gi93Pu3DmcPHkSiYmJMDIygpGREaKjo3Hu3DmlIWTKcnxAO5ZjlH80miSlpqbi8OHD+PDhg4JJB58zhYkTJyI5ORkjRoyAubk5F7G5sLAQvXv3xo0bN5TKrVu3rkR8m++//x5ubm6i8vylrfaXDB06FHXr1oW5uTmGDx/O2eRLpVKYm5ur7IAKCwsRHR2N3NxcEEIgk8mQkpKC6dOnq0zLzs4O48aNU4hJcvDgQd6YJLT5U4aQLrKysnDq1KkSz8QXhRso2ub+9OkTl6+UlBTBwLXK3q++vr5g/KIvEYo5U1hYiGvXruH9+/cK14UiwX8ZUyg8PBz9+vXjjSkEFJnD5OfngxDC6YLvMDutW2lLS0ts3bqVO0ibkpKCmTNnCg5iHj16VKL+du3alVfmS9SJ8zN69GhucAsUTfSXL1+u9MyeKpMvOXymX87OzrC0tESPHj1K/EZ4eDiMjY2VyhkaGsLU1BTm5uYlBvbLly9XGbw2JycH2dnZCvr70mwFKDJn4UOZTHEWLVoEPT09zlwkMDAQWVlZ8Pb2Vikza9YsdO3aFSNHjuTi2EVHRyvVX3ETqeKHseUmUsrOFn2J2LIupkzIoS3nNPWXRuc0MrT5s7KywvHjxxXc4guF4KDROSDOxbsmz1RapKenIywsTOkgX9WEQQ5f+0erv6tXr8LNzU2tyb2hoSEXmzAzMxMNGzaElpYWkpOT0bBhQ8Hzd18iFPsJKFpcEuqjv0RM+yKHtp/v1asXevbsCXNzc/Ts2ZNr2wkhmD59Onbt2qVWntXpq2igGcsxKgYanUmaN28eevbsyUXFVgd7e3u0atUK3377LfLz87kAZpUqVUJMTIxKuWvXrinEtxkwYIBgRPeAgAD4+PggLy+P67jr16/Pe6jT19cXnz59wq+//oqcnBzcuHEDBgYG0NHR4e18nJyc8OHDBzx//hxdunRBbGysUnfOxcnKyuIqFQAMGTIE27Zt45WhzR+NLpycnKCvr4/4+HgYGhriypUraN26NW/+li1bhuvXr+P9+/do2rQpHj58iI4dOwo2wDTv9+LFi9i+fTs3iZNKpcjJycG1a9dUyjg7O+Pdu3do1qwZl5aWlpbgJCkkJEQhppCNjQ0sLS15O/xt27bh4MGDKCgoQO3atfH27Vu0bt2at0OlcSsNFDX+xQe3P/30E4TWPzw8PHDt2jU0atRIQRd8gwQanQNFA2j5wAIochWv6sze1KlTeX9LGfKzDxMmTABQdLi4OO3atVM5QQKKdvBCQkLw888/Iy0tDf7+/pgyZQqqVaumcoK0Y8cO7N+/X2FlV0tLS+k5ycmTJys9H5SSkgKJRIK///6b9/n+/vtvhTgrbm5uvM8DFC1iFd9ZnjhxosoD0itXrsT79++xdu1aBU+iurq6aq1c05R1MWVCDk05B+jqL43OaWRo89e8eXMcP34cUqkUT548wbFjxwTPB9PoHCgapBZ38b548WLBwaaYZ1IVZ6Z4PpUh1F8qQ9mAmhDCebaMj49XKUurPx8fHxw5cqTE5F7ZJEneJzs6OmLixIncGbwHDx6onAzIJ1bFn6d4my7kWCI6OhrR0dElrvMteItpX+TQ9PPA/zzb9erVC5mZmbh48SIsLCygpaWlUie0fRUNNGM5RsVAo0mSRCKBo6OjKJlHjx7Bx8cHgYGByMzMxIwZMzB+/HjY2NjwDgbFxrcBgAMHDiAwMBAbN27E3LlzERMTwzsRA4omE0lJSfD19UVubi527tyJGzdu8Lq9BoCnT5/i5MmTWLVqFSwsLODk5CQYtIwmJglt/mh0kZGRgX379sHLywtDhgzB9OnTS7jf/ZK4uDiEh4dj5cqVGD9+PCQSCVasWMErA9C9X29vb7i7u2Pfvn2YOnUqLl26xEV3V8Xjx4+pTKdoYgqdOnUKFy9exKpVqzB9+nS8fPlS0FlG165d4eTkpOBWWsjpAFAUZ8nb21thBVvIbXNMTAzCw8NFBRul0TlQdJDcz8+Pc197/PhxlbuY7969Uzs/cpTFqZCjTrwKZ2dnztykevXq0NLSgouLC7Zu3apSJjg4GGfPnhUMXwCgRLBieaBmLS0twZ1ZOW/fvuVMWdLT0wXrh5g4dnp6etDT08O2bdtK7ATHxsYKLnLQlHUxZUIOTTmXP4fY+guI1zmtDE3+li1bhh07dqBy5cpwcnKCgYGBYFsrVudfeu2TTxAkEgnGjh3L6zhJzDPR1l9l5fndu3c4duwYmjRporQP3rNnj8L3x48fw83NDZ07dy51/cmhmdw/efJEwUnJb7/9hidPnii919/fX+E7IQR+fn44cOCAWs4h5GMQeV7Pnz8v6JabJk4mTT8PAKtWrYKuri43GYyLi0N8fDxv20nbV9FAG1+OUf7RaJLUr18/BAYGomfPngpeoPhWHgMCArjVxQYNGuD48eMYOXIkbGxseNOaMGECbGxsMHDgQBBCEBUVxa0aq0JPTw8//vgjWrZsiaSkJIwaNQp//vknr8zFixe5HZn69etj7969/4+9N4/LMfv/x591Z5mxv5F9jLFNY4qxFEpkl3ay7yPbZJQoUrZKCtnGvmaQUrQoImSnmIhQdokkUdpU931+f/S7rs9913Vfy7nxXr49H48eo3uu03Wuc5/rnPN6vZ6v5wvW1taCRghDe2vbti1SU1NhZ2cnqJizYsUKuLq6wt3dXaUmydfqn9SxqFmzJuRyOdq0aYOHDx+iS5cugopcdevWhY6ODtq1a4eHDx/CwsKCPXDxQfn7BcrrFylLrarrn6GhIW7duoVPnz7B2dlZ0Cv1888/49mzZyzNUyyGDRuGqVOnqtQUEqrTUKdOHdSqVQsdO3bEw4cPMWTIEMHv19PTE0FBQQgODlaRlRaCt7c3Nm/eDBcXF7ad0OG7TZs2KCgokGQk0Yw5AKxatQpeXl7YsGED2z8fHx/Oa9UVbGTAVbhReS7L5XK8fPkSOjo6aNmypago9+vXr9lchNq1a8PR0VEwutiiRQt89913gn+7Io4dO4b169dj9OjR8PPzE0X/+PPPPzFq1CiWvnbr1i1BqrG7uztmzZpVqY4dH2gjwTRzXcqcYEAzzwG695dmzGna0Pbv+++/h4uLC1xcXAT/PgOpY65Ota9atWowNTX9Ys8ktBepQ8Wo89GjR3HgwAHMnj1bMCJdWlqKbdu24ejRo3BxcRF83wG6OQvQGfft2rXD0qVLMWzYMBBCcOLECbW125TpdE+fPoWnpyd0dHQQFhaG1q1bC/av4ppqbW0tWEyba33hM3YBun0eKI+iMeeeBg0awNfXF1ZWVrxtaPcqGqxcuRILFy7EkiVLoFAooKurKzgWVfjvgEZGEkMrUE7qVScxy6DiIVssTW/UqFEwMDDArVu3oFAoEBAQICjj3KBBA8TGxkJPTw/Hjx9HixYtRElY5+bmon79+gCAT58+iepjr169sHDhQjg6OmL27NlITU0VPPy0bdsWYWFhkmuS0PSPZiysra0xa9YseHt7Y+LEibh8+bIg9UZPTw/+/v6wtLSEp6cncnJyREkdK3+/crlc1Pdbq1Yt3LlzB+3bt8elS5fQtWtXwWd6/vw5LCws0LRpU9SoUYOlJQjVMXF0dESnTp2QkJAAhUKBqVOnCtYUatGiBet93bp1K3R0dNTKIjO1bT58+IChQ4eqSLjm5eUJjvuxY8fg5uam8plQMdmysjIMHToUHTt2VHFy8HHKacYcABo3boxNmzYJXgeoUjwYieMOHTqgqKhIMAE+ISEBixYtQv369UEIQWFhIdauXatCkeFCzZo1cevWLTZql5SUhJo1a/K2adCgASwtLdG1a1eV8eMqJguUJ/d6eHigrKwM+/fvl5TU27dvX3Tp0gV3796FXC7H4sWLBT2wXbt2RWxsLJ4/fw6FQoE2bdoIGsS0kWApc52BlDnBgGaeA+Xv76+//srWtBLz/tKMOU0bqf0zMDBgqZtcFCuuAqUMpI45I+Kxd+9eUSUFlCFlzVRX4oOB0Pr8/PlzNq/l77//FnSC3bp1C56envjll18QEREhum4jzZwFVI17QggMDQ0FjfvVq1fj0KFDCAwMBAD07NmTt9xAWVkZtm/fjiNHjsDJyUnFqBWCslgEIQSPHj3Chw8feNsory9i62TS7PNAuaQ2k5oBlNMVhd4r2r2KBnl5eZXOcleuXKkSbvgfwDdXt9u3bx/Cw8PRr18/aGlp4cKFC7C1tRWMCpWWliIkJAQ3btyAjo4OjI2NYWdnx7uwvn37FpGRkXBwcMCqVatw/fp1ODg48HpFo6KiEBAQwB6Wbt++jfnz53N6ryvi+fPn+PHHH3Hv3j3cvHmTrRNUEZrUJKHtH81YAOWJ6bVr18abN29w7949GBsb4/vvv1d7fWlpKf755x8YGRnh7NmzuHbtGkaOHCm4ENIUmXv8+DGOHDmCRYsWYd68eUhISMCsWbN4FXm4Kn4DqFQ5vCJoVL8+ffqE8+fPw8rKCoGBgbh+/TomTZqEXr16Vbp25syZ2LFjB0snYA48zH/VOR40KbKZkJDA+bmhoaHaNlLHXJM6Z5cuXYK3tzdKS0sRHBwMS0tL+Pn58dadsbOzg7+/P+ulffDgAZYsWSLIlX/48CEWLlyI3NxcaGlpoX79+vD39+esHs/g+PHjnJ8zVBxl7Ny5E7t378akSZMwZsyYSmOhzgjWpEhpZmYmVq1ahYSEBHbNdHNz4z0QjhkzBkeOHMHff/+NBg0awMLCAtbW1ip5NlyQMtdp5gTtPH/06BHat2+vNueFK9flWxaTpemfMt6/f4+GDRuiuLgYWVlZ+OGHHziv0+Q9BMqLrZqZmcHGxkZtNKMipKyZ6tZlBurWZ7lcjl27duHgwYOYN2+eYPQDKK/5FBERAQcHB85oGNeYazp+QLkIz+3btyGTyfDbb7+Jcoqmp6fjyZMnMDExwZs3b1gjoSKSkpKwdOlStG/fHh4eHqKNPgbKxquWlhYaNGgAR0dHTjVCximxbNkyzrFQ5yQC6IvJXr16FYsWLWLnwdu3b+Hr6wsjIyO1bWjOB1JRVUz2fx8aGUk0ErNAeVI1kyTZrVs3UYuum5sbSktLYWFhAUIIIiIi0LhxY8nqZ2KQlZWFpKQkyGQyGBgYsOFkPjDqdhW9L1whfEZuk+aQSts/Gnz8+BExMTH48OGDCn9aKNfqyZMnldqoEwNQLjKn7IXS0tKCiYnJV0l+lCIlz6f6Vb9+fQQHB/Peq7CwsJJ6nJCSmRQkJyfjyZMn2LRpkwrlUiaTQV9fX9CjqizR2717d5iZmX2xvgHlc1VXV5fKOKWROObacG1tbdUaNBXx4cMHVKtWTXRU99mzZ0hMTERZWRm6deum1qiqeAipKOCgzghetGgRS3dSfs+ZIqVLlixR27dx48bB0tKSdYQcP34c8fHxvBXnV6xYge+++46NBFtZWeHo0aOiVDPFznWaOUE7zz09PdmoWEWoy3WhGXPa74mmfwwOHDiAyMhIhIaG4vXr15gxYwab31sRmryHwP9JSkdGRiIzM5OdV82aNat0rSZr5ufPn7Fr1y6kp6fD09MT+/btw4wZM9QWdba0tMSLFy8wZswYznMHVz4OH71L3ZhrOn5RUVHw8/ND165doVAocPfuXaxYsYJXEj08PBz79+9HQUEBgoODYW1tDScnJ86CqHp6epz0YrFMCQafP38GIYQ3in7u3Dn0799fkpPoS+zzJSUlSEtLg46ODtq0acNb6PtbITg4GLdv32bHhIFMJkOvXr1EibZU4T8bGhlJNBKQtDA3N1d50QkhGD58OO/LHxwcjA0bNqCwsFDlcz46Ai1mzZqFgoICtGnTRkVVhs+rAgA3b97Eo0ePMGLECCQlJfF6RjQBzViMGzcOrVq1qhQy5uN6L1myBAkJCZUU04TmhK+vr4qqlhicP38eW7durWSQ8dE9pUrJ5+fn86p+8YX8N2/ejMDAQDRu3FglKsQ3Z3NycrBmzRpkZGRg48aN8PPzg5ubm2Cl+sLCQt4IHxd2796NM2fOSJLopRlzBoyhM2vWLJw8eZIVp1AHKRLHzJieOnUKWlpasLS0hEwmw8mTJyGTyXhVmmgRERGBrVu3sjWtzp07hxkzZgjWtKLBnj17JHtAlceNgVBUqLS0FElJSTA0NMTZs2dx/fp1jBgxQjASTDPXAelzgmae04JmzGna0MLCwgJhYWHsYfHz588YOXKkoEErdcyVUVZWhlOnTmHNmjUoLi6Gnp4eFi1apDI/NFkz3dzc0KpVK5w6dQpHjx6Fl5cXCgsLsWHDBs7rhQ7XQg49GtCM39ChQ3HgwAHWgM7MzISDgwPvd2VjY4OgoCCMHTsW4eHhyMnJwYQJEzjfKdpIHAPaOj9iI10MaPZ5WmiyV0kFozJchf89aJSTRCMBSYu2bdsiJSUFnTp1AlDuwVVHLWCwc+dOhISECL64XwIvX74U7a1hsGvXLly7dg0ZGRkYNmwYvL29YW5ujtmzZ3/x/tGMRX5+Pvz8/CTdJzExESdPnhTFwwfKJUGNjY3RuXNnzvHjoxEySbTKct5i7idFgvTNmzdo3749ZsyYUanI39u3b3npMBEREYiPjxcdlQDKJYMHDRqEffv2oXbt2mjZsiUWLFig1vs/evRoBAcHo2fPnpLzEyIjIyXLDtOMOVC+Oebl5eH27dtwcHBAdHQ0UlJSeCPBUiSOGbEHJmeJ2QiFihRqgr179yIkJIRVt5szZw7Gjx+v1kjKyclBdHQ0nj17hho1auCnn36Cubk5b57V8ePHYWtry9KKKoJPuap3797Yv38/Ro4cCZlMhujoaLRr146lhnFR/J4/f44jR47A0NAQP/74I/bt2ydK2INmrkuZE5rMc6D8MLdkyRJkZmbi0KFDmD9/Pnx8fDj3EJox1+R7kto/BjT5vTTvIQD8888/iIyMxIULF9C1a1d4e3vD2NgYd+/exezZs3H+/Hn2Wk3WzLS0NPj5+SEuLg7fffcdVq1axbs+0xpBaWlpOHbsGPsutmnTBiNHjhR1yKcZv7p166o4uho3biz4XslkMhVhmPr166tdzxgjKDU1VWV9ESPaAJRHNKdOnapS52fp0qW8dX6UI11HjhzBuHHj1Ea6NNnnaUG7V0kBkzqxa9euSqqJAH/qRBX+O6CRkUQjAUmLV69eYdSoUejQoQO0tbWRmpqKf/3rXyxHmOvFa9SokaCM5ZdCu3btWH65WJw4cYJV96tfvz5CQkJgZ2f3VYwkmrEwMDDAxYsXBVWMlNGqVSvk5OSIpgDeunULxsbGahXN+BbPunXromfPnqL7BkiXID1w4AC8vLw4lWqE6DBNmzYVJTOsjMzMTNja2iIwMBDVqlWDo6Mjr4oPQ10RqjPCBRrZYZoxB8o9beHh4bCxsUHt2rWxc+dOwXw4ZYnjBQsW8Eocf41IkRCk1LRKSkrCvHnzMHjwYHaNuH//PrZt24aNGzeqFZZgxA/E1GKpiFOnTgFApTk6cuRItRS/JUuWwNnZGUC5Y+rPP//EkiVLOCvaK4NmrkuZE5rMc6D8EOjo6IhVq1ahcePGGDFiBNzc3Difi2bMNfmepPaPgb29PUaNGqWS3yuUk0PzHgLlEt12dnZYsGCBiiHcuXNnjBs3TuVaTdZMHR0dFBUVsYfajIwMwXl15MgRBAcH4/nz56hevTp++uknlmrKhfj4eHh5eWHChAno3bs3gHKjafr06fDw8FCRw64I2vFr27Ytxo8fDwsLC8hkMpw+fRr169dnD9FcRnS3bt2wadMmFBUV4eLFiwgJCVFLW3/79i3mzp2L4uJiNvqTlpYGXV1drFu3TjBHiabOz/79+9lIV8OGDREREYEJEyZwGkma7PO0oN2rpIChFtLU9qvCfwc0MpKkSEAKRVmEXhKuF1ahUHAuoMzC06BBA4wbNw6mpqYqB2GuBUnI4lfnCWSMtMLCQtjY2KBFixbQ0dERRTeRyWTQ0dFhNwRtbW21niLa/tGMBaOepFAoEBoaCplMxvZLndeWEaF4//49LC0t8csvv6jcR13/mfwCKYdcZkxbtWoFZ2dnmJmZqdyLby5JlZJnFIikSNQyCa1MkVpDQ0OV/vFRMGvWrImcnBx2TiQnJ4tyPLx9+xZRUVHIy8tT+Xz+/Plq20iR6NVkzIHyuS2Xy9nn+vTpk+DhhxCCpk2bIiwsjC3wKhQZCg8Px86dOyuNw+XLlzmvVyeewoDvvZNS02rt2rXYuXNnJdravXv34Ofnp3Z+MfLvjMdcyiE8Li6u0hi/ffuWt65LYWGhitiCoaFhJYquMjSZ6zRzgmaeA+XqU8q5njY2NpUSyBnQjLkm35PU/jGYOnUqunfvzub3enl5Ceb30ow5AGzYsAEHDhxA7dq1kZ6eji1btmDBggVo1KhRpT2EZs1k4OjoiEmTJuH169dwdnZGYmIi7xzavXs3rl+/Dm9vb1asJTU1FZs2bUJ2djamTp1aqc3mzZtx8OBBlXwqU1NTDBkyBAsXLuQ1kmjHr0WLFmjRogU7bxljh08B0s3NDUePHkXHjh0RHBwMIyMjjB07lvNaX19fjB49upKBEhwcjJUrV6qlKzKgqfMjJdJFs88DUCsOwYBrbmi6V0kB874ZGhoiOTm50rpUhf9+aGQkSZGApKl9ooz4+HgV+cuUlBQsXbqUs6I7s/AwE1gul0Mul/P+fSG5WnXgCrGKxZAhQ7Bo0SLk5uYiKCgIx48fV5F+/hL9oxkLGm+tpp4UKYdbZi4xC3TForh8c4lWgvTKlSsIDAys1L8jR45UurZLly4AoFIIUCwWLVqE6dOn48WLFxg1ahSysrKwbt06wXYODg7o2bOnIPdcGVJkhzUZc6A8WdrBwQHZ2dlYu3YtYmNjMX36dN42Li4ukgu8bty4Edu2bRM9DprMWyk1rfLy8jjn2a+//iqqjtj27duxa9cu9hDCOGHUib8A5QVy165dC21tbRBCEBgYiN27d6s1GAHghx9+wLZt22Bubg4tLS2cOnWKl4KkyVynmRM08xwoj/I9e/aMPXCdPn1a8BBIM+Y0bWj7Z2trC2tra1hZWanUyeEDzZgD5XOJ8Zo3adIERkZGWLhwIfbt26e2jZQ1k0Hfvn2hr6+P5ORkFBcXY9GiRbxG/fHjx3Hs2DGVJH4DAwNs2LABEydO5DSSSktLOQUnWrVqJWjc0o6flZWVCnVSoVDg4MGDvA669evXw8LCQlSdvEePHnEaQqNHj+YdbwZMnR8pNRu5Il3du3fnbSPVicWsL1Kg6V5Fg9mzZyMzM1NFqIYRpajCfzeohBs0kYCkxZQpU2BiYoKxY8di/fr1OHfuHFxdXdUaFQw+fvyIO3fuQFtbm1d2syJ3uiKE6tQwEuUJCQmQyWSiJMqB8hf66tWrkMvlMDIyYousfen+AeLHgsGnT5+wbds29plMTEzg4OAgWD/mwoULuHHjBjsOYkLeZmZmnIdboYMCIQRPnjyBtrY2fvrpJ7XXMZxodZE9oYWzf//+cHd3r0RZFDKwHj16xI5fr169RHHES0tLJdWeAMqNv4pV1/n6pInssNgxr4gnT56wSnqGhobQ09Pjvd7KygqRkZEqn3GJEShj+vTp2Lp1q2jaL02Em6lppe6d5HoX+RT2xKjvDRw4EEePHhUU8FDG+vXr8ejRI/z+++/w8fFB8+bN4e7uzquumJubi02bNrFztnv37pg7d64KrVAdaOa61DkhZZ4r48WLF3B3d0dycjLq1KmDpk2bCiam04w5TRva/r1+/RqRkZGIjo5G06ZNYWNjg4EDBwqqfkkdc4BbMEVIBIRmzYyJicGOHTsQERGBly9fYsqUKXB3d8fAgQM5r+frg7r3StN3kWb8hg4dii1btqBt27a4d+8eli5dCl1dXbaANRcOHTqEU6dO4ePHjxg2bBgsLCzU5qjxrYtS1D2l1GyUy+U4evSoyvll7NixvPUhpe7zQg7br7VXSYWFhQVOnDjx1f5+Ff59oIokMZx6LitfnVHAULgqQmzi7c6dO7Fw4ULs2rUL9vb2OHHihKDK0YkTJ7B69WpWdtPDw0Ot7Ka9vT3bP8ZuFFOnhoGHhwdKS0thbW3NSpQ/ePBAsNp6vXr1YGxszP5++fJlTu+Dpv2TMhYMXFxc0KFDB/j4+LDPtHjxYqxfv15tGz8/PyQnJ2Po0KEghGDDhg3o27evYJ5V27ZtRRsEDK5du4ZFixahYcOGIIQgPz8f69at41w4NeVEt2zZEgMGDJCUAMpwtvv37w+FQoF9+/bBwcGBt8jfw4cPERwcXMnTJhRNsrOzw8aNGyvRnbg47IGBgfD29qbKGZAy5sooLCxk5Vt1dHSQnJyM5ORkTrliBjQFXidOnAhLS0t07txZhfqhjuZBE+F2dXXFjh07VN5JALzvYm5urlqDTAxF4+eff5ac8+Ps7Mx6q9euXYthw4YJtqlXrx5VWQWauU4zJ6TMc2W0bt0ahw4dknQIpBlzmja0/WvevDlmzZqFWbNmISYmBn5+fli2bBmGDBmCuXPnomnTppXa0Iw5UE7XjoqKwtChQ6GlpYXY2FjBPBeaNXPbtm1s8dQffvgBYWFhmDJlilojiWass7OzOWm0hBBBZyTt+K1btw7z5s1Dly5dkJCQAFdXV7XPxGD8+PEYP348srOzcfr0aTg5OUFbWxuhoaGVrpXL5awgS0WUlZXx3gcoN0b27t1bSQmOby+QyWQYPHiwiqrbq1eveMtOSN3n1aVvAF9vr6JBr169cP36dRgaGlLNySr850IjCfCAgIBKXPCVK1di6dKlGneMgfJiplAocODAAfTs2ZP1RvGpBtHIbtKCRqJcXYj2a9QGohkLLu+hOglm5ftER0ezB9SSkhJYW1vj5MmTvP27cOECVq1aJfpwC5R7bwICAljhEDGFQ0+fPl0p74ZRpuIDU1+me/fuKv3jU1caMmQIwsLC2APPp0+fMHr0aN45MWTIEIwbN66Sp01oQ3VycsKjR49UaCRC0utJSUn47bffVD5jIm7qQDPmADB27Fj861//UnkuLS0tXjlYmgKvQ4YMwYgRIyp5r8VQLAoLC/Hy5Ut06NABRUVFvKpzQHlSecXvKTU1lbN/QrK3Qlz906dPY8mSJejQoYPK/OM6JCjnWRFCkJKSgnr16rG0Oa45wajHVXRmiXVi0cx1mjlBM88BOuqXlDHXpA1t/zIzM3HixAlER0ejRo0asLGxwdChQ3H16lVs2bIF0dHRldrQjDlQHrVauXIlEhISUK1aNXTt2hWenp68UUmaNXPYsGGIiYlh56BCoYC1tbXaPadbt27o2rVrpc8JIbh9+zZu3rxZ6f9pIhsudfyUja7nz59j3rx5WL58ObvuCjFA3rx5g9jYWFaExcLCAhMmTKh0nXIR8ooQ40QdOnQoHBwcKinB8dFoly1bhrNnz7L1qZi1gi9qRbPPK+Pjx4+oX7++qGtp9yoa7N27F/7+/mwUV+y6WYX/fFBFkpYvX46MjAwkJSXhwYMH7OdyuRzv3r3jbSu1DkzFXBwmcVFMjg6N7CaNFCtAJ1Genp4uOURL2z+asTAwMEBcXBx7QL927Rq74KhD8+bNkZWVxR5i8vPzBYsLA+VynVyHWz7UqFFDpT98tIfDhw+joKAAf//9N168eMF+LpfLERoaKmgkrV+/Hl26dFFJVBUC48FioKOjI0gf/Ne//oXJkyeLvgeDR48ecR6KuKBJlXApY66M4uJilXIBYvDzzz8jKipKUoHXevXqUeUZXbp0Cd7e3igtLUVwcDAsLS3h5+eHvn37Vrr27t27IITA1dVVhbdfVlaGxYsXIzY2tlIbTdX3Vq9ejRUrVojKxaF5fk3V42jmOs2ckDLPleHp6clJ/eKDlDHXpA1t/8aNGwcrKyusX78eP/74I/u5ubk5EhMTOdvQjDlQvq5v3boVL168YGnAQh5zmjXTzMwMDg4OGDJkCIDytYrrHWSwbds20X+bgSa1k6SOHxNtZt6N6tWrY9WqVQCEjZdRo0ahqKgI5ubmWLNmDW9u4Llz50T3iQvff/89pyodH65fv45z585JYn/Q7PNAucDNggULUFxcjJCQEDbtgi8qRLtX0eDw4cO4fPmy6NzAKvz3gMpImj59OjIyMrB69WqVSI5MJhMsPia1DgyzoOXn5yMiIgLjx49nla6EEiZpZDdppFgBOolymhAtbf9oxuLChQsICwtD3bp1oa2tjY8fP0JHRwdnzpxR6yUhhMDCwgK9evWCtrY2EhIS0LhxY/bvq/P40hxuf/31Vzg6OsLW1hY6OjqIiYmBrq4uO9bK0YNmzZohJSUFCoVCxcCWyWRYvXq14L10dHSwYsUKSf1r1KgRrK2tMWjQIMhkMsTHx6NevXpszh5X7t7EiRPh6upaiU5kY2PDe6/OnTsLRoEYvH//Hrdv30Z+fj4uXrzIfi6TyTBv3jzetlLGXBmDBg1CWFgYDA0NVTyIfJ5oBlLyO3799Ve4uLjA1NRUhRsvFEnasGEDgoKCMG3aNDRu3BhBQUH4888/OQ9o58+fR2JiIt6+fatCB9HR0fkqhWQBQFdXl11LhMCopKWlpWH79u0ICAjAkydPsHz5crX5orTqmQxo5jrNnJAyz5VBQ/2SMuaatKHtX2RkJCIiIvDjjz+q7Infffcdli1bxtmG9j1MSUmBs7MzateuDYVCgZycHGzcuLFSJFoZNGumq6srYmNj2dy2ESNGqFXcBKCiCPgtIHX8lI2X9+/fo2HDhiguLkZWVpagY3PlypWiRIU0AeMUadeuHdasWYP+/furrJt8RkiXLl3w5s0b0bWYAHonlre3N7Zv3w4nJyfo6upi9erVWL58OW9UiHavokHr1q2/Wi2mKvx7QWUktWzZEi1btsTx48dRWFiI4uJiEEIgl8vx9OlTzvA3A6l1YBgsWLBAstIVjewmjRQrIBzC50KzZs0wZcoUSSFa2v7RjAWfCpY6VMw94qIGcIHmcFtSUoI6deogLi4OQDk/vUGDBmyeiXJbMzMztnCsstdVLHr06IGAgACYmpqqeM74NhHmngzE1NAKCgpCjRo1cPfuXfYzRl6ZD9evX8exY8ego6MDmUzGO5dGjx6N0aNHU1UJlzLmysjLy8O+fftUPG1CEvk0KCoqQvXq1XH9+nWVz8VsiMo5Fny8ekbONioqSlSNlC8BxslhYmKi8n7wGS8eHh4qNY/mzp0LDw8P3tpAtKCZ6zRzQso8V8a0adMwadIkSdQvmjGnaUPbP5o9kfY99PLywrp169h6XsnJyVixYgWnuiwDmjUTKKduMpGk/zTQjt+BAwcQGRmJ0NBQ5OTkYM6cOZg4cSJnLpMmZQmkQtnJ8+bNG5VIslDOj5GREYYNGwZdXV2Vd5EvOkbrxCotLVXZt3v06CGYa0W7V9FAW1sb5ubm0NPTU3muqmKy//3QSAJ8y5Yt2L9/P0pKStCgQQNkZWVBT0+Pd+GkrQPz+vVrVgmmdu3acHR0FDw40oTVaaRYAUimVwB0IVra/mlCMZACWs8ezeFWCoVp7ty52Lx5M2bPns2ZcyG0yaWkpAAoz+NhILSJCFH4uPDp0yeq+iJS6BaaVAmnpY2dP38eV65c+WrFphkw/WMU6MSiXbt2CAsLg1wux5MnTxAUFKT2oM+oe968eRO3bt2q9P+/hrpns2bN0KxZs0qRUD5IqXmkvD7QqNTRzHWaOUFLK6KhftGMOU0b2v7R7Im072FhYaFKwWMDAwNBuWyaNfPfASlrBe34hYSEsOei5s2bs0XkuYykb1mYlNlrbt++XUmI68qVK7xt//rrLwQFBUk6+9A6sZo0aYLr169DS0sLnz9/xuHDh3ml4YFvW2BcyAlShf9eaGQkxcTEID4+Ht7e3pg1axbS09Oxf/9+3jZcdWACAgIE70WjdEWD5cuXw93dHY8fP4axsTGaNGnCq7CiCWhCtN+yf98SX3tBYxS7aOta0RguNOjduzdCQkIqedrESLyLxb+jSniHDh2Qnp4uSMdVRkpKCnbs2IHc3FzRiks03HWgPAl527ZtqF69OhYsWAAjIyOsXLmS81o+dU8hKOcUHjx4EC4uLqJyCmmcHFJrHgF0KnW0oJkTtKChftGMOa0ziqZ/NHsi7Zg3adIEwcHB7NoRFhYmeEj9Vmsmg/T0dDx58gR9+vTB69evBef63bt3sXDhQhQXFyM4OBjjxo0TXCtox0+hUKj8zrfvKzsaQ0NDce3aNcjlcnTv3l1tMVkGnz9/xq5du/Dy5UssXboU+/btw4wZM9TKwivnp7q4uLCfi8lPbdGiBX7++WdByXll0O7zXl5e8PHxQWZmJkxNTWFoaAhvb2+qv/U18K1pn1X4dtBI3W7MmDE4cuQI9u/fj2bNmmHIkCGctU0q4v3798jJyUF+fj7q1KnDVsrmw4MHD+Dq6qqidOXn5/dVOLspKSlo06YNFAoFUlJSJFOSxMLBwQHJycmSQ7Tfqn//i/j48SMePHiAXr16Yffu3UhNTcXs2bO/ag0FKRg8eHAlGoEYdSIalJSU4Pnz5+jQoQNOnjyJ1NRUTJgw4askn9rb2+PBgwdo1qwZqlWrJiqCZ2lpiUmTJqF9+/aiFZfGjBmD1atXw8nJCeHh4UhMTISvr6+golFBQQHCw8Mr5TwKefazs7PRqFEjJCUl4fHjx7CwsOBtM2XKFMyZMwerVq1CeHg4wsPDERwcLJhTSAPlmkc6Ojro1q2bYM0jGpU6WtDMCVqsXr0a1atXl0z9+lag6R+N+iPtmL979w5eXl5ITEwEIQSGhoZYsmSJoKH0rRAeHo79+/cjPz8fwcHBsLGxgZOTE68YAc1aQTt++/btQ3h4OPr16wctLS1cuHABtra2vMVk/fz88OrVK9jY2IAQgvDwcDRt2pS3rIibmxtatWqFU6dO4ejRo/Dy8kJhYSFnoVmgXLDl9u3bOHfunEohcSaKPHz4cLX3mj9/Pu7du4cePXqonF++RiRdoVAgPj4e/fv3R05ODuLj42Fra1uVB1SFrw6NIkktWrRAYGAg9PX1sXXrVujo6AhSDAIDAxEVFYXQ0FC8fv0aM2bMUMvNVYaenp5kpSvg/2R9O3bsiMLCQkFZ3zVr1uDRo0fYuXMnsrKysH37dty4cYPNQ+DC48eP0aBBAzRs2BB3795FTEwMOnbsKEh9oAnR0vRPGYQQPH78GM2bNxccC6leqdzcXMhkMtSuXRuvX7/G+fPn0bFjR8Eq3JpCCl3CxcUFffr0QWlpKU6cOIFp06Zh6dKlOHjw4BfrjyaFf/k8d1w4duwY7OzskJ6eLug5rQhXV1e0atUK/fv3R0BAAOzs7ODm5qZWREUTqNuk+fD999/D3t5eUhsa7jpQPi+k5ncsX74cZWVlmDRpEubNmwdTU1NcunQJmzZtUtuGNqeQBvXq1YOLi4skWXMalToGUj35UuaEJvMc+M+nftH0j0b9keY9BMrVUDds2CBJ3e5bgomAjh07Fg0bNkRERAQmTJjAayTRrBW04zd16lR0794diYmJkMlk8PLyYtcbdbhy5QoiIiJYQ4DJqeVDWloa/Pz8EBcXh++++w6rVq3ibaNJfmqfPn3Qp08fSW1o4e7uDh0dHVbqPDExEUlJSfDy8hJsK5V6XYUqqIBogLy8PBIREUEIIWT//v1k1qxZ5OrVq7xthg8fToqLi9nfi4uLiYWFheC9Xr58SSZOnEgGDRpEsrKyyIQJE8iLFy9421y4cIEMHjyYmJmZkaysLGJkZETi4+MF+6dQKNjf5XI5b/+OHz9OzMzMyN27d8nz589Jly5dSEBAAJk7dy7ZsmWL4HNJhdT+PXv2jIwcOZLEx8eT4uJiMmLECGJmZkbMzMzIrVu3eO/l6upKNm/eTIYPH04KCwvJ4sWLybx58zivjY+PJ7179yaJiYnk7du3xNDQkLi4uJDRo0eTkJAQtfeYM2cOIaR8/khFcnIyGTJkCOnbty/JzMwk/fv3J3fu3OFtY2lpSQghxNPTkxw4cIAQQoitra3a61esWEEIISQmJkZ0vzp27EgMDQ1J//79Sf/+/dnxNjMzI/379xf9d8TAzMyMvHnzhlhYWJD379+T7OxslR8+MPPGx8eH7Ny5kxBCiJ2dHee1w4YN4/wZOnQoGTZs2Bd9JgZ+fn5k/fr1JCEhgdy5c4f94cPs2bPJtWvXiI2NDSkuLiZ79+4l06dPF7wXMy+UYW1tzduGeRfXrVtHNm3aRAghZMSIEbxtpkyZQp4+fUpsbGwIIYTExsaScePGqb3e3t6eEEKIv78/79/lgvL69+7dO1Hr39y5c4mZmRlZtWoV8fPzI8OGDSNjxowhy5YtI8uWLVPb7vjx48Ta2poMGDCAZGdnExMTExIaGiq5z+qgyTyXCk3GnBBCPn78SC5fvkzi4+PJ+/fvv2TX/m24d+8eGTRoELG1tSXW1takT58+5J9//vl3d4sFs24x76zQvkgI/VpBi+PHj5OAgABSUFBAwsLCBK8fPnw4yc/PZ3//9OmT4DONHDmSFBYWsutLRkYG59rGYOXKlYQQQn7//Xcyffr0Sj9fCprs84QQzufmey5C6M4HVahCRVBFkpQ95cbGxnj//j0sLCwEvRyANG6uMmikrzdu3Cha1lcZubm5bMGyT58+8fYxMDAQYWFhaNCgAdavX49evXrB2dkZpaWlsLGxwZw5c0Q9nxRI6Z+XlxemTp0KU1NThISE4PPnzzhz5gwyMjLg6urKW6xQileKSeL84YcfsH37dvzyyy9Yu3YtCgoKMGbMGLURgfv372Pr1q04cuQIZyIwX7TNx8eHlQVt0qSJKFnQatWq4erVqzh79iybfF9xTiojLi4OnTt3xqZNmzgL9XElnC5evBjnzp1DjRo1MHToUAwaNEi0N14qrK2tMWHCBGRmZlbKGxGi6clkMrx48QJnzpzB7t27kZGRoTYZu02bNnjw4AH69OkDc3NzyXUuaMAo/CmLIwh512m56zT5Hdra2iguLsaZM2fg7++PT58+qRVGYCA1pzA3NxdLlizBuXPnUFBQwPn31EF5/WvUqJGo9Y9GpQ6g8+RLgSbzXCo0GfPLly/Dw8MD+vr6UCgUcHd3x8qVKzFgwIAv1r9/B2jU7Wjz72jQrVs3bNq0CUVFRbh48SJCQkIEGQzKa0WfPn1gZGT01fJcfH19kZeXh9u3b8PBwQHR0dFISUlhc2W5MGnSJIwePZqdO2fOnOGl5wHlOXGTJk3C69ev4ezsjMTERN75+q3yUzXZ54HyvUo5ivzq1SuVEhlcoDkfVKEKFUFlJFUskKYMoQ3L3t4eo0aNUuHmiqHU0NJUxMr6Mpg5cyZsbW3Zw9Lt27cxf/58tdcrFAq2jsv169fZRYfhK39pSO3fu3fv2IP8pUuXMHjwYMhkMvzwww+cBwBl6OjooKioiDXCXr9+rZZiUVJSwm5+V65cYRf2WrVq8Y7DX3/9hfj4eMlqUAAdXcLDwwN79uyBk5MTWrRogeXLl6utKQKUb6SxsbHIz89npUOVwWUkTZ48GZMnT0ZWVhZOnz6NuXPn4rvvvsOQIUMwcOBATloMo5imfFAXg3nz5mHevHnw9vbm5apzwdHREU5OTrC1tUXbtm1haWmptk7Sli1bUFhYiPj4eBw6dAgfPnxAv379MHToUF51o0uXLqFPnz4oKSmRrAhFk/jdsGFDVgimsLAQ7969E5U3sXLlSs78Dj6MHz8eAwcOhImJCfT19TF06FBMmzaNt03r1q1x6NAhFBYWQqFQCFKk9u/fjxs3buDq1au8uVjqIHX9s7W1ZWlzJiYmePPmjSh6m0wmU8nFql+/voqUtTJo5oQm81wqNBnzgIAAHDp0iH0nXr16hTlz5vzbjSRN3kOATt1O2bGpq6sruqYfDdzc3HD06FF07NgRwcHBMDIyEhQ5UF4rvjZu3LiB8PBw2NjYoHbt2ti5c6dg+YBRo0bBwMAAt27dglwuR0BAgGAOdt++faGvr4/k5GSUlZXB3d2dt5g7Q/nbsmUL+vXrB1NTU0FRipycHJV1RQw02eeBcmr4+PHj2ffq7du3giIQtNTrKlRBGVRGkibVnWm4uQCd9LUUWV8GlpaWMDIyQlJSEmQyGVxdXaGrq6v2eplMhoKCAuTn5+PevXtYv349gPLN8WskFUrtH2OglJWVISEhAVOnTmV/FzKSpHqlmL+ZlJTEXpeTk4PS0lK1bTp16oROnTqha9euMDIywsuXLyGXy9GmTRtBzjuNLOhvv/2mUtNKSCSjb9++6Nu3L7vBlZSUQKFQiFJW1NXVxYQJEzBhwgQ8fvwYHh4e8PT0VKmBxODw4cPo1q0bPDw8OA/nQgnmCxYswMaNG1WUkBwdHXlzUAYOHIiBAweyv0dFRfHe4/vvv4e5uTnMzc1RVFSE8+fPw8XFBQqFAiEhIZxtGCNz9OjROH78OO/fV27j6emptl4I33d29OhRJCUlYf78+RgxYgS+//57DBs2TDBnjya/g+HzMwgPD1c7L2hrnzRr1gw2NjbQ19dHo0aNcO/ePZSVlUFfX1/woEKz/jEJ8AUFBThy5AjGjRsnmAAPSPPk08wJBlLn+cqVK7F06VKcPHkSw4YNE3UPTca8tLRUxWnQsmVLSc4yMesLzVzSZMwBOnW7b5F/p8xqGTRoEAYNGqRyf678T6Fiv3wiDKWlpbhy5Qo+fvyo8rlQ/rG2tjbkcjl730+fPgnub/b29rCwsIC5uTmvoQOoXz+ePXsGQDhSs2zZMly5cgVr1qxBRkYGevTowe59FTFlyhRERkZi4cKFopV1NdnngXLV17i4OKSlpUFHRwdt2rQRVNWjOR9UoQoVoZG63cSJEzkXm6+RDPvixQu4u7sjOTkZdevWZWkqfF6PwsJCbNu2DVevXoVcLoeRkRHmzp0rWvRBDKKjo7Fx40aUlZXB2NgYXl5eOHXqFNavX48ZM2Z8MboJLZYuXYpatWqhqKgI169fx6lTp5CdnY3NmzejrKwMPj4+vO1zcnJYr1Tnzp3VLtaBgYE4efIk5HI5GjZsyApKBAQEYMCAAYLhfJqK7u/fv4ePjw97YDIyMoKHhwfvQnjs2DH4+fmhuLhY5XOhYpTp6elwc3PD06dPoVAo0LJlS6xdu5ZXFS8nJwdnz57FqVOn8Pr1a/Tv3x9DhgzhNHiCg4MRExOD5OTkSk4DMQnmixcvRu3atdn5Fhoaig8fPmDdunVq21y6dAkbNmyoJLEtRF168eIFYmNjERsbC5lMhsGDB2P69Omc1y5atAjR0dEoKytTUUBinotr3O/du4dff/0VCQkJnH+TT27VwsIC+/fvR1RUFF6+fAkPDw/Y29t/FYqFFIlyrmch/78yFiAsIVuRxnX79m1BGhfN+mdjY8PS5sLDw5GTk4MJEyYIqnfJ5XIcPXpU5V5jx46t9J0DdHOCgdR5bmpqChcXF2zatElF4pgBX30WmjGfP38+WrRoodK/jIwM1nmmDsz68uTJEygUCrRq1Urt/qbuvWDANZc0GXOATt1u6tSpWLp0KebPn4/jx4/j9OnTCAwMxKFDh3jvJQVMIr/yuwSAt7BpRkYG+++ysjLo6OigrKwMJSUl+P7773kj4/PmzUN2djbatm3L3k9LS0tQ0e348eOIiorCo0ePYG1tjdjYWEyfPp1XsOrJkyc4efIkYmNj0bBhQwwfPhxDhgxB3bp1K10rVMxejDQ9IQT379/H1atXceDAAZSWllaqZwQAdnZ2qFu3Lu7du8e5P/M5sWj2eVrQnA+qUIVK0CSh6fbt2+xPYmIiWb16NdmwYYMmf1IQBQUF5NOnT1/1HlKRmZlJHjx4wP4eHx9Prl279m/s0f/h8+fPZMeOHcTHx4e8fPmSEELI2rVriaurq0pSqDJ27tzJ+6MOt2/fJmfOnCGfP38mhJQnqopN3h49ejRJTk5mf79z545aEQFNMHDgQEHBDy5MnjyZnD59mv2dL+H+4MGDZOLEiWT48OEkICCA3L9/X/R9duzYIblvhBBiZWVV6TNzc3PeNoMHDyZXr14lWVlZ5N27d+wPF9LS0sjmzZuJtbU1GTt2LNm3bx95/fq16P7NnTtX9LWagEncnjBhArlw4QIhhHw1YQkLCwsSEhJCkpKSVNZCPly/fp2MGTOGEELI06dPyaBBgwQFVAgpFxd59eoV+3t6erpg4jINpCbAVxRQkCKoQDMnpM7z+Ph4snjxYmJoaEgWLVpU6YcPNGNeUFBAVq9eTezs7IiNjQ3x9fUVtV9JWV+io6N5f/jwrd5DQgh5/vw5GTduHPn1119J7969ia2tLXn8+PFXu9+9e/cIIeUCB2L23+joaHY+vXjxgvTr14+cOXOGt43QmsqHx48fk4MHD5L9+/dL2hMIISQpKYnY2tqSX3/9lfe6zMxMVnDk5cuXxM3NTe2argwHBwcycOBAMnfuXHLgwAGV80xFfPr0iSQkJJBBgwaRGzduVPrhw7fa56tQhS8FjSTAK/K1u3fvDjs7O868Bk050cnJydi7dy8+fPgg6LU1MDDg9S5xec1oJWYnT56MX375BSYmJuyzCQlDaAq5XA6ZTAa5XI6SkhLeuiyHDh2CmZmZCs2Gy6OqDBrO8B9//IHevXvD2NiY/X6FKAjKkMJ514Qu0bRpUyoJ4Q8fPqhQOQYPHqzWe+fl5YUmTZqgffv2SElJwf3791X+P5+nbeTIkXB1dVWhE3l6egrSLYByby9zXVZWlmBia8OGDdGrVy/BvwuU0zybNm2KgQMHQldXl5VQZyBE59i4caNKYcQePXpgzJgxavNWaGFgYIAxY8bg06dP6NWrF2bNmvXVJOhpJMp9fX3ZqEKbNm2wa9cuODs7C0a6aGhcwcHB2LBhAysmwbf+MeCizfXo0UPt9cr5qWI9+Qxo54SUea4JXZZmzI8dOwY3NzeVz5h8Qz5IWV+4ciOVwRcd+1bvIVAepZGSf6cJ1q5di7S0NOzcuROFhYXYsWMHEhISeGm227ZtQ2BgIIDywsvHjh3DlClTVCjIFfHzzz/j2bNnovL7lFFaWopXr16xtNDU1FSkpqby7pH5+fksE+H58+cYOHAgVq9ezXufBQsWsJTIJk2awMjICAsXLsS+fft423Xu3BlyuRzv3r1Deno6mjRpAl1dXU56ae3atdGjRw+EhYUhOzsbiYmJKCsrQ7du3XhrdAHSc9tocnU1OR9UoQoVoZGRlJyczP6bEIJHjx6hqKiI81pNOdGurq5wcHBQCXOL6df79+/RsGFDFBcXIysrS62yzl9//YXevXtjzpw5CAwMrLQZqqttExgYiJSUFFy+fBl79+5FtWrV0LNnTxgbG4tWhpKCmJgY7NixAxEREcjIyMDkyZOxZMkStQt7mzZtEBwcjNTUVLRs2RImJibo3bs3KzbBBSY0//btWxw4cAALFy5Eeno6tmzZggULFnC28fPzw9WrV7F37152E+nTpw969eolanOUwnnfvXs3+28uugQffvzxR0yaNAlGRkYqnGahQ36dOnVYQx8ALl68qDYnThO6qaenJ3r06IGlS5eCEILQ0FC4u7sL5k79+eefGDVqFLp27QqgXBFOKMH9l19+gaurK3r37q3iuOA6ZCnTNYQStrng7+9fqTDi06dPedWdaLBy5Uo8fPgQrVu3RrVq1TB9+nTezXXZsmW86wkfjaZbt27YsGEDjI2NVeYSX/5YSUmJygGrdevWopKJ27dvj3Xr1qnQuISKcO/cuRMhISGSnAJSE+CV81NTUlLQqVMnNj+zZ8+evPeimRM08xwo/67GjRsniS4rZcw3bdqEnJwcxMbG4vHjx+zncrkcCQkJgkaSlPVFOWGdqQMotg7Wt3oPgfK5JJfLYW5uDgsLi69qJMXHx7M5lbq6utizZw+sra15jaSysjKVfbBevXq8SqcA8Pz5c1hYWKBp06aoUaOG6GKyc+fORUFBAdq0aaNC0+MzkoYPH44BAwYIrmHK+PjxI+zs7AAA1atXh62tLfbv3y/Y7o8//gBQvj5FRERgzZo1ePXqFR48eKC2zfnz57FlyxaYmZlBoVBgz549mDlzJkaNGqW2jdTcNppcXU3OB1WoQkVonJPE/qH/XxFq+vTpnBNXU060nZ2d5LyCAwcOIDIyUlTh2o0bNyIqKgqZmZmVhBCkSMwWFBTg+vXruHz5Mh49evRFi5QC5R79wMBA1sPz4cMHTJkyBREREYJtX716hcuXL+Pq1avIy8tD586d4ezsrPb6iRMnwtbWFnZ2digpKUF0dDQiIyMFvVIA8PTpU/ZeJSUlggm7NJx3ZYPx5cuXggYjoJ67LcTZfvr0KRYuXIh3796BEILGjRurzRlQji726NFDUuTUxsYG4eHhKp9ZWloKiioA5Q6Bu3fvQi6Xo3PnzmjUqBHv9YsXL+b8nEs1yMvLi5XJ5YtcqoOVlZVKYUS5XA4LCwucPHlSbZvExESV37W0tFCjRg388MMPaosDpqen486dOxg+fDhWrFiBtLQ0LFiwgD1UV4SQw4bZzLmgvP4p95HPSHZ3d4e2tjbMzc2hpaWFkydPoqysDKtWreLtR2FhITZv3oyEhAQQQmBkZIQ//viD9+A5evRoHDlyRJKAzPjx46lyRpQ9+VlZWXBzc8Nvv/3Ge0ilmROA9HkOlCebjx8/no3WiMmPkTLmycnJePLkCTZt2qTyzDKZDPr6+oKRB+X1RaFQQFdXVzDn9tKlS/D29kZpaSmCg4NhaWkJPz8/XiYD7ZjT4tWrVzh16hROnz6NatWqYfjw4Rg3btwXv4+FhQUOHjzIlsbIzc3FxIkTERkZqbaNv78/0tLSMGTIEADl5R7at2+v1hEIqOYzKYMvjwkodzxJjWAwjBEpmDRpEuzt7TF06FBoaWkhNjYWoaGhgnt2eHg4rl27hqSkJLRq1Qp9+vSBqakprxPB2toaBw4cYNfijx8/Yvz48YiOjlbbRuo+r0muLs35oApVqIRvye0jRDonmikguXDhQuLv709u3rwpurAkTeFaLy8vSf371hg6dKikYrLqUFZWRhITE3mv4fq7XDkBQmBylL40mMKSDHJycqj6l5mZKfpasTlx9+7dI9u3byfTpk0jM2fOJPv27SNpaWmC7UaMGEFSU1PZ3x8+fPhNOdslJSWcn6elpZG9e/eSGTNmkOnTp5MdO3aQlJQU0X+XpjDi5MmTSbdu3YijoyNxdHQkhoaGxNramgwcOJAcP36cs82YMWNIREQEOXXqFJkwYQK5efMmGT16tOh+fm18/vyZ7Nmzh8ycOZPMmTOH7N2794u/H0zu4MyZM8mYMWPI1q1bReUUEkLI1KlTSXJyMpHL5ZLuKbXINdNG6pygBde68DVyutTleQohKSmJEKK6vly+fJm3jZ2dHXn//j2bP/b06dOvNuYXL14ktra2ZMCAAWyBbLGFsd+/f0+CgoKIra3tV1vLIiMjSb9+/YiLiwtxcXEhAwYMEMzPIoSQU6dOkZUrVxIfHx8SGxur9jrmu6DJAyOk/NwjZv1XRlhYGDE0NCQGBgbEwMCA6OvrEwMDA942GRkZZObMmeS3334jhoaGZNasWSQjI0PwXitXriTx8fGkqKhIdP+GDx+u8rtCofhq7y9Nru6XOh9U4f9taES3Gzx4MORyOfu7lpYWatasiTZt2sDV1ZWT5iGVE60sMfnmzRsVKp2QJ4GmcC2NlPK3hJmZGRwcHFS8XzQ5UDKZTDBXo0GDBoiKilLxSkmtjwCAKgdNDGjoEkePHkVAQACKiopACIFcLkeTJk1ERwrFhusZydOZM2ey0cXDhw8LRhfd3d0xa9YsNpqZlZWFtWvXirqnVMTHx7P1j5ixKCgowOXLlytd2759e7Rv3x5Tp07F58+fkZCQgIiICKxatQpNmzYV7CNNYUS5XI6oqCg0a9YMAJCdnQ1XV1ccPHgQ48aN46SqFBUVwcrKCq6urrCyskK3bt14c+xopbmB/8uTZMZPoVDg1atXiI2NVdtm3bp1sLa2FqynpAmY52U8r3K5XGWd5kNqairs7e0hk8mgo6MjKo+JgZQi1wDdnKCFFDqbJoiNjVVRzxQav7i4OJSUlGDdunVYsGABS/OWy+XYvHkzTp8+zXs/qXWwaMfc29sby5cvR7t27URHJoOCgnDq1Cm8e/cOw4YNw7p16yTn8oiFubm5pNIYQDl7wNraGosWLeJUYVTGrVu3YGxsrDYfTF0eGJMfU1hYCBsbG7Ro0ULlveKLLm3btg1Hjx6VVHz3wYMH+OuvvwTzUSuChm7Zo0cPuLi4sPS+Y8eOSarxJwU0ubo054MqVKEiNKLbeXl54YcffmA529HR0bh9+zYGDBiAwMBAzmKQfn5+lTjRTZo0EfWS3r9/H7/88gvy8/ORkpICIyMj3uv37duH8PBwlcK1tra2vJuCVInZ/v37q9RqYCDlcCEVsbGxSEhIYA2dwYMHq71Wk5yL169fY+XKlUhISEC1atXQtWtXeHp6onnz5pWutbOzqySrDUA0Z5sGNHSJ4cOHY+fOnVi/fj3mzZuHa9eu4dq1a4ISvVLx+PFjZGZm4rffflMxsC9cuCBo1JaWluL58+eQy+X46aefvpqRaWlpCU9PT+zduxczZszAhQsXkJubyzsnPn/+XKk+xZs3b1hDhg8PHz5kCyMaGhoKFkYcMmQITp06xc5fhUIBa2trREVFcdISAWDMmDEYMWIE1q1bh+joaFy5cgUHDx5UW8eJRk6ZAbOWhIWFYeLEiTh37hzq1KnDmyMTHh6OyMhIZGdnw9LSElZWVl9NkjY/Px8REREYP3483r59i5CQEEyfPp2KLimEqKgoBAQEVCpyzSciAEifE0yOgTI+fvzIGmfqIIUuqwkGDRqEPXv2iD7YBgcH4/bt2zh37hz69+/Pfi6TydCrVy8MHz5cbVs3NzcYGhpi//792LBhA4KCgpCTkyNYIFXqmAPAuHHjcPjwYVHPxGDVqlWwsLAQrPH2JTBgwACYmZnB2tpaRRiAD4mJiYiMjMT169dhbGwMa2vrLy5FzUXPI0oiJ3w0vYkTJ+LAgQOS6LKLFy9GYmIiTE1NYWNj81XHXqFQICgoCDdu3IBCoYCRkRHGjBkjaHDS4I8//kCPHj0wcuRINlf36tWrvE4smvNBFapQERoZSVwHFSZ3SN0hhpYTTcN5B4C7d++yhWu7desmWLjW2tq6Un7P8OHD1fJs3759iylTpmDDhg2Cyi6a4NGjR2jfvr1KJE0Z6hbDo0ePwtfXFwsXLuRUdOLLuTh79iz69u0ryiuVlpYGBwcHrF27ltOIEuJs00KKwQiU52kEBwdj165d+OmnnzBgwADROT9iERgYyCbMP3z4EL6+vqyKnK2tLZVwiRDy8vIQFRWFjx8/qoiO8OVa2dvb4+jRo9i2bRt++eUX9O3bFxYWFiqqdQyuX78OV1dXfP78GZ07d4a3tzfrqf1az+Tr64u0tDT2oH3mzBm0b98enTp1QlhYGPbs2VOpzYsXL3D48GEYGxvD1NQUy5Ytw9SpU1Uqr38pjBgxAmFhYdi8eTO6deuGnj17wtLSkpeTz+Ddu3eIiYlBYGAgWrduDRsbG1hYWHxRlbFZs2bh119/haOjI/Lz87F//36kpqZi8+bNX+weDORyOd6/f8968g0MDAQ9+VKQk5MDQgimTJmiIqxTVlaGqVOninbCfG2lNZqDLQDcuHFD0OlXEcp1sJhDqqOj41d5Nm9vb+Tl5YkSebly5QqMjY3VfidChjMNiouLcebMGURGRiIzMxOWlpawtLQU5bwpKSnByZMnERAQgBo1asDGxgaTJk36ouN448YN1pB99uwZZs6cidWrV6vNlQTKozvPnz+XLDJUUlKCuLg4nDx5Eq9fv8bAgQNhbW3NuS//t4A2V1fq+aAKVagIjeh2NWvWRHh4OOvtio2NRa1atZCenq5WKlWhUKCwsJD1rhcVFYk6hMfHx7OHN7HqNba2trC2toaVlZWo5F4GUiRmmzRpgmXLlmHPnj2c6itfCoGBgfD29uascM1HO7S3t8fr16/x/PlztYn66hAXFwdfX19RXqkOHTrAzc0N+/btw9atWyXdByhPQl6/fj3y8vJACBElISyFLsGgQYMGiI2NhZ6eHo4fP44WLVpwRsAqQkrh0NDQUISGhuK7777D7du38eeff2Lt2rUwNDQUlBCmxbx589CoUSNJioq1atXCnTt30L59e1y6dAldu3ZVOxb+/v7sgX7v3r0YP348Dh48iCZNmny1Z1q8eDHOnj2La9euQSaTYezYsTAzM8Pt27fVRnZbt26NefPmobi4GO/fv8cff/yBV69efRUjqWbNmnjz5g3atm2LW7duwcjICKWlpYLtkpOTERUVhfPnz6NLly4YNmwYrl27htOnT2PLli2cbcLCwuDv7y+axgWUR4K3b98OoFy219HRUZIsvxQMHjxYsidfCvz9/ZGQkICsrCyMHDmS/VxHR0cS3ViKuhXNmNOqZ0o1kJj+NG3aFGFhYWyk8GtIeQPlgkQymQw3btxQ+ZzL4KGlpmmCmjVrwtLSEsOGDcOpU6ewZs0a7NmzB3p6eli0aBFntKykpARnz57FiRMnkJqaCisrKwwbNgxXr16Fg4MDgoKCvlj/aKT/mzRpwkaZpZTl0NLSQvXq1VGtWjV2Hfzzzz8xYMAAzJ49m7MNl+CNi4vLF6fP0ezzQPl7npaWhg4dOgAopwULMSxozgdVqEIlaJLQ9Pr1a/LHH3+Qbt26EUNDQzJ37lySmZlJ/v77bxIfH8/ZJjg4mC2yGRAQQIYNG0aCgoIE7zV8+HDy4cMH9vePHz8KJt5mZGSQbdu2EQsLCzJ9+nRy4sQJFSEHLsTFxZF+/fqR+fPnk/nz55O+ffsKFpj7lvjnn38qfSaU4FtaWsomBkvF58+fSXR0NHF0dCR2dnZk69atohJBpUJKYVMGCQkJxMPDgwwcOJAsW7aMc2wqIjMzk01e9/HxIVZWViQqKkqwnZTCoRWTV+/cuUNMTEzI3bt3iY2NjeC9aECTkPro0SPi5eVFSktLyZw5c0j37t3Jnj17RP39I0eOEHNzc/Lhw4ev9kyElAtGJCYmkoSEBPaHD5s3bybdu3cnBgYGxNTUlOjp6X21ZPHExEQyd+5cUlRURGxtbUmvXr2Ij48Pb5vBgweTsWPHkuDgYBUBkLKyMt6kZ5oiyPb29uTmzZvs7//8848kEQu5XE7i4uLIzJkzBa8tKioikZGRZPr06cTCwoLs2LFDUrFhsdi9e/cX/5vqQDPmmzdv5vz5Gpg5cyb7tz99+kQ2b95MHB0dv8q9aMAlhHDs2LGvcq9bt26RZcuWsXv3xYsXiVwuJ7dv3yb9+vXjbNO7d2+yYMECcvnyZRXREYVCQWbMmPFF+8dV0PprCIcsWbKEmJiYEBcXF3Lp0iX2uYqKikiPHj3UtvtWgjc0+zwh5d+vmZkZGT16NBk9ejQxMzMTLMJNcz6oQhUqQiO6HQMxnHBl0HCiaTnvDGJiYuDn54eCggIMGTIEc+fORdOmTTmvlSoxq1AoUFBQgDp16uDcuXMoLi6GTCZjubBfApom+NKitLQUFy5cQExMDFJTU9GrVy8274zLK6VQKKCtrY0HDx6gtLQU2traghRHgI7zzkAKXcLZ2Zkq/4ih6YnBmjVrkJaWhvnz50NPTw8AcPnyZbi5uaGsrKySN1YZGRkZOHjwYKWIFZcstzJWrFiBwYMHo2fPnqKpPr6+vqKji3/88QcMDAwwcuRItmbY9u3bER0djfz8fJw/f563fWlpKa5cuYKPHz+qfM4X2Vi+fDmuXLmC1q1bs59paWnx8tCHDx+OkJAQeHt7Y9asWUhPT8f+/ftVamfw9bFatWrIyMjAy5cvBcdy3759mDp1Kvt7bm6uWmlyBi9evEBBQYGk3EqAjsb18OFDLFy4ELm5uWyJBn9/f0FacHp6OkJDQ3Hs2DFUq1YNY8eOFYyEMCgrK2M9+cXFxbyefJo5kZubixMnTkiildKCljpHC6k5t1ZWVpUkrtXR3BlIHfO5c+di8+bNagt0clHqDh8+jIKCAvz9998qMvlyuRyhoaGIi4tT/1CUGDt2LOzs7DBs2LBK6/6uXbs4529+fj4SEhLQv39/5OTkID4+Hra2tpzPqWmBUinS/8xeY2BgwFmgmS+SefToUXYMysrKUFpayuYgZmZmqj3zMPPG1dUVPXr0gL29vSgadX5+Pj59+qTyLvLR+jTZ52lzdb8FnbIK/7vQiG539+5dLFy4EMXFxQgJCcHYsWOxfv16wWTBn3/+WZRhpAxLS0vJ6jWZmZk4ceIEoqOjUaNGDcyePRtDhw7F1atX8fvvv6vNHWjYsCH69esnql9Pnz7F7NmzMX36dNjb28PHxweGhoZ4+PAh8vPzWQEITfH+/Xvcvn0b+fn5uHjxIvu5TCbDvHnz1LYrKyvD1q1b0bJlS9jZ2aF///7Izs6GTCZDUFAQ7/fg4eGBCxcuwMjICHZ2djA2NoaWlhaKi4thamqqYiS9e/cOzs7OGDhwIKZMmYI5c+agZcuWyMjIgLu7u2BtAimFTRnQ0CXevHmD7OxsSfRLQFrh0IULF+L8+fMq1BcTExMcPnyYM49GGc7Ozujduzc71mJx7tw5BAUFQVtbm6WHCm2oCQkJnEIMXFi9ejW2bt2KBw8ewMTEBEB5zkvz5s1F0SsXLFiA7OxslWLQQsUUr127hujoaEnCFXXq1EGtWrXQsWNHPHz4EEOGDBFFg926dSuePHkCJycnjB07Fu3bt8fJkyexcuVKtW2OHTumYiQJGUhA+SGGya0sLCzE9u3bcePGDcHcShoa188//4yoqCh8+PAB1apV4z0UlJSU4MyZMwgJCUFKSgr69u0LQgji4uKgra0t+Fz//PMPIiMjceHCBXTt2hXe3t4wNjbG3bt3MXv2bE4jmmZOODk5SaaVAtLosgykjLkmB1ug3LHy6NEjSfOiZs2auHXrFus4TEpK4sw7VYbUMWcElcQ4GRg0a9YMKSkpUCgUKjQxmUyG1atXi/47UrBhwwYcOHAAtWvXVil83qhRI7XviLe3N3R0dNC/f39oaWkhMTERSUlJ8PLyqnTt7t27QQjBli1b8NNPP8HKygra2tqIiYnB8+fPBfu3fPlyHDx4EAcOHGDzY8aPH895LeOMU5d/zIdatWph/PjxiIiIwOvXr1VqA6kzkIDyuXT06FFcvHgRbm5uiIyMFKSobdu2Dfv27WOdZgAERZpo9nkG1apVk/Tef0s6ZRX+d6GRkeTj44Pt27fDyckJurq6WL16NZYvXy656KtY6OrqSorOjBs3DlZWVli/fr1KToK5uXmlQpW0WLVqFdzc3Fhlojp16sDX1xfp6elwcXH5YkbS6NGjMXr0aDbBt6SkBAqFQnBTXL9+PbKysliPXt26dXHu3DmcPXsW27dvx4YNG9S27dy5MxYtWsR6pYqLi/Hdd9+hZs2alTyYPj4+MDc3ZwsF1qtXD3///TcePnwIHx8fQSNJCuedgZmZGXr37o1x48ahd+/e7Kavp6en9vvNy8tD37590aRJE9SsWVO0+t7du3cBlPPtGfDlgvXt2xcFBQUAoBJd5Dt0A+VGrZOTE+81XLhw4YLkNjo6OujXrx/atWunMo+4IjV16tSBm5sb+/uHDx+gUChgYmICKysrwXs9fvxYlKCBMtq0aYOCggJJRlKLFi0QGBgIfX19bN26FTo6OqL4/DExMQgNDcXevXtZCXGhd7d+/fqwtLREp06dVMaPTx0wPj6eTTYWm1sJ0OcnAFCRwVWHPn36oFu3bpgwYQJMTU1Ro0YNDBgwQJSBBJQf8u3s7LBgwQIVY6xz585qi4fSzImcnBxRxawrYtGiRZg0aRLat28v2vkgZcw1OdgC5e+v1JzblStXckYK+SB1zBlHpBThHTMzM5iZmeHOnTtfJcLHhQULFrAiRE2aNIGRkREWLlzIO1dSUlLYd7FBgwbw9fVVu5Yxz5+amqoS1Z88eTKv+BGD6tWrY9q0aV9V+h8oN1wCAwMBAD/88AOOHTuGKVOmCO6/fn5+OHz4MPz9/dGwYUPcunULfn5+vG3Cw8Nx5swZUc4hBjT7PC1ozgdVqEJFaGQklZaWqhgfPXr0QFlZmaZ9+mKIjIxEREQEfvzxx0oSuMuWLfsi90hPT1eRbmUOJK1atUJubu4XuYcymjdvjnHjxuHp06dQKBRo2bIlr5TtmTNnEB0dXckr1L9/f/j4+PDeS4pX6v79+5wG188//4zMzEzB5/L19YVCocDLly8hl8vRpk0bwQMao1xjbGxciS6xY8cOzjZcBoAYxikjZy/GONUkuti3b1+Ehoaid+/eKt5rZW8dFz5//ozt27dLqu+1cOFC3r+pjIKCAqxcuRJ6enqYMmUKrK2toaOjg7y8PGzbtg09evTgbf/zzz/j2bNnkuqklJWVYejQoejYsaPKWPDR7ZYvX47z58+jW7duMDU1RWhoKK/RwoCp8RYXF4fFixejtLQUhYWFvG2Y+iAV/44QpNYTAsrpZLm5ubh37x7Kysqgr69PVbNMHcaMGYOTJ09iz549SE9Px9ChQyW1p/Hk08yJrl274tq1a5JopUC5YIO9vb3o64GvP+YVoUxbFzMvpEQKldtIHXNaZGdni45Ua4qPHz+y72P16tVha2uL/fv387aRyWRIT09n6zm+evVKUESqWrVqiI6OxpAhQ0AIwYkTJySJgXxtSK0NxFCEa9eujRkzZgAAK/QghBYtWkguJ0Czz9OC5nxQhSpUhEZGUpMmTXD9+nVoaWnh8+fPOHz4sGDNDxoeOi0WLFjA5sPUqlULWlpacHV15ZXApZFSVoay5+prbA6enp6YOnUqBg0aBAA4ffo0li5dikOHDnFeX6NGDRUDiTEOtbS0ULduXd57SfFKVVRVOnr0KPtvMYV479+/DycnJ9SuXRsKhQI5OTnYuHEjb90KKXQJBkxdIGUwsvV8SE9Ph5ubm4pxunbtWvz000+VrtUkusjIzytT2MSo/yxfvhy1a9dmDYLQ0FAsXbpUrQocUE4Xq0h/mTNnDmdtIF9fXzRu3JitMfavf/0L4eHhuHnzJnbt2iVoJD1//hwWFhZo2rQpatSoISqCx2zaUlCnTh3WGzx58mRMnjxZVLvBgwejb9++aNWqFbp3746RI0fy1qgBgGfPnmH+/Pkqn61cuZJ3LZs5cyZsbW0r5VYK4fLly/Dw8IC+vj4UCgXc3d2xcuVKtiiopnB2doazszMSEhIQHh4OKysrlJSU4PDhw7CyshI8gNN48mnmBA2tFJBGl2XwtcdcGbTzAhAXKWRAM+a0qFatmuhItaagKXzu6uqK8ePHs1Git2/fCuZ+rl27Fj4+Pli6dCm0tLRgaGj41Yp900BqsXlXV1fs2LED9vb20NLSUjnzCO07DRo0gKWlJbp27aryTvE5pWj2eYAuV5fmfFCFKlSERsIN79+/h4+PD65duwaFQgFDQ0N4eHjwGkrz5s3j5EQLeXs/f/6MXbt24eXLl1i6dCn27duHGTNm8BoiNImtU6dO5eS8qzuwzZ07F6NGjWIruTO4ePEiwsPDBQv7SQVXHSeu52QwYsQI7Nixo1IOztu3bzFv3jwcOXJE7b2GDRuGmJgYzmKeFfH7779j3rx5lQ4dycnJ2Lp1KytFrA5jxozBkiVLWPng5ORkrFixAmFhYWrbcNVJUDcWv//+OxITE1FaWqpC39LS0oKJiQn++usv3v5NmTIF48ePVzFOAwMDOY3TIUOGIDY2lv196tSp7GGx4v/7UpBS38vZ2RkPHz7E69evVWg0crkcDRo04JwTgwYNwpkzZ9jfld+jAQMGCBpxXEUVAW4aD21NME2Rn5/PGgOvXr1Cy5YtOa9bvnw5MjIykJSUpLK5y+VyvHv3TrB2R1ZWluR6QnZ2dti8eTM7Xq9evcKcOXPUvvdAuWG/ZMkSZGZm4uDBg3BxcYGPj4+oQqdM3ZmIiAjcuXNHkJ7C9S5yzUllSJkTmkJZQIABH10WoBtzuVxOLcNNMy+kQuqYCxlPfDQpdYWa+Qo000JK4XNllJSUIC0tDTo6OmjTpo1ox6ZUsSqg/H188uQJ+vTpg9evX7MRLHWgddh+q9pA6kQd+OiHNPs8AIwaNQq9e/euRJflm39SzgdVqII6aBRJ2rlzp2QjgIaHDgBLly5Fq1atcP/+fchkMrx58wZubm68OTU0ia1SOe8LFizAtGnTYG5uju7duwMoT2I+efKkYLifBnXq1MGlS5dYo+zixYuoU6eO2uunTJmCuXPnwsfHh416vHjxAosXLxbkR0vxSjk5OcHJyQkODg5sVOHWrVvYvXu3qOKVhYWFKvVVDAwMUFJSwttGCl2CEUyQouimjA8fPrAGElAeeRAyrBhIiS5++PABvr6+KrQ5T09Ptm4XH8TW9/Ly8sLHjx+xevVqlbHQ0dFRS+urmBekXM9HKCIJlB/CQkNDVZ5r7NixnNfS1gSjwY4dOzBz5kwsW7aMk97E5byZPn06MjIysHr1ahUqmUwmU0t7VYbU3EqgPAKvfJBt2bKlIE3U09MTjo6OWLVqFXR1dTFixAi4ubmJSlhm6s5YWloiOztb8HoaT76UOXH8+HHY2tqqjUIIqe9JocsyoBlzqfWi1D3Xs2fPAAg/l1RFPCljDoCtdfTy5Uukp6fD1NQU2trauHz5Mtq2bct7SDU0NMS1a9dw/fp1lJWVoXv37jAzM+PtHy2aN28u6IjjQvXq1UWprzKgFasKDw/H/v37kZ+fj+DgYIwbNw5OTk68rAKa2ndAuSNO6vqSnJyMf/75B+PGjcMff/yBtLQ0eHp68uYy2dra4tmzZ0hMTERZWRm6desmqJxJs88DdLm6NHTKKlShIjSaMVLUsRjQcqLT0tLg5+eHuLg4fPfdd1i1ahUsLCx429AktkrlvLdu3RphYWEIDg5GcHAwFAoF9PX1ceTIka/CX1+xYgVcXV3h7u4OQgh0dXV5n8nS0hIKhQJz5sxBXl4egPLCkn/88Yegh8nV1VXFKzVixAi1bfT19bF7927s27cPQUFBUCgUMDAwwI4dO0R9102aNEFwcDDrhQoLCxOkbtLQJWgMJECacdqhQweVaxlcvHgR7dq1472Ph4cHevTogaVLl4IQgtDQULi7uwtSVP7880+MGjWKreB+69YteHh4cF5bu3Zt1K5dW7SRB5Rz258/f87mIDJj/vTpU1FGkp+fH169egUbGxsQQhAeHo7nz59z9tHb2xsAMH/+/Eo0jCtXrgjeS4rHljmAdOnSRfDvMmjZsiVatmwpKI/7JdG+fXusW7eOPVSFhoYKzqW8vDwVr72NjU0lqikDhpLCgKFhAeWGqZBs8+rVq7Fy5UosW7aM9eQL5TxKmROMcIJU0QoGUuiyDGjGPDo6GmfOnMGmTZuQmZnJGprNmjXjvF6T56JRxJMy5sD/0ZkmTpyIqKgoNkn/06dPmDVrFm//du/ejTNnzmD48OEghGDbtm24f/8+/vjjD8nP+p8CWrGq/fv3IygoCGPHjkXDhg0RERGBCRMm8BpJtCIlNFi+fDlcXFwQExMDHR0dhISE4I8//uA1kiIiIrB161aYmZlBoVBg7969mDFjBkaNGqW2Dc0+D9Dl6tKcD6pQhUrQpMiSvb096dmzJ5kwYQKZPn06+8MHOzs78ssvv5D+/fuTYcOGkaFDh3IWWquIkSNHksLCQrZwZUZGhuhibDk5OSqFG/lgampKOnbsSPT09Ii+vj7R19cnBgYGotp+SxQUFIh+Jga5ubkqBXn/k5CVlUXmzp1LevbsqVKYWAifP38md+/eJQ8ePBAsFKwJHj9+TOzs7IiJiQkxNjYmtra25NGjR5zXPn/+nPTv35+sXbuWxMfHk/j4eBIQEEAGDRokWIjX2tq60md8RUaVkZ2dTc6fP0/i4uJEFeiTgkuXLhFzc3Ny6dIlUlRURIqKisjly5eJhYUFuXHjhmB7S0tLlYKNZWVlZOjQoZzXnjlzhkRHR5P+/fuTmJgYEh0dTaKjo0lkZCQZNGgQ732OHz9OrK2tyYABA0h2djYxMTEhoaGhop6RGbN//vmHhISEkMLCQlHtvgUKCgrI6tWriZ2dHbGxsSG+vr6C7/+UKVPI06dP2TUzNjaWjBs3jvNa5cKO7969I1lZWWTz5s2kW7duZPv27V/8eQiRNieU8fHjR3L58mUSHx9P3r9/L+pekydPJqdPn2Z/5xsLBjRjzqC0tJRERUURU1NTYmhoSCZPnkwePHig9vq///670mdC4z58+HCV3+VyueBaQTvmgwcPJp8/f2Z/LyoqIoMHDxa8l/KaXFRUJGqv/08GU5haeZ0Wcw6p2E7Md7V8+XJy9epVle/ra8HW1pYQQsjcuXNJREQEIUS4QLmVlRX5+PEj+/uHDx+Iubk5bxvafd7MzKzST//+/QXbfavzQRX+d6FRJGnBggWS22zatInqXo6Ojpg0aRJev34NZ2dnJCYmilKtAqQlttJIKX8LeHl5wdPTE9OnT+eMcIlJhhXj8f93oXHjxlRzQypdghZt27ZFWFgYCgsLoVAoeBPZNYku6ujoIC0tDR06dABQLjnLJ4Gtjq7z9OlTAMJ0HbEwMTHB8uXLWS8qIQT6+vpYunSpoGgDUJ7PVlhYyIp4FBUVqaU+0NYEA+g8tkC5J7WsrAyTJk3CvHnzYGpqikuXLlGvVxUh9H4KfU/ff/+9igS7GCxfvhzu7u54/PgxjI2N0aRJE04KIwCVnMWnT5/C09MTOjo6CAsLUynm+yUhZU4woBVToKHL0oy51HpRmzZtQk5ODmJjY/H48WP2c7lcjoSEBMycOZP3flIV8WjGHCinVo0aNQr9+vUDIQTnzp3jpekxz6Ccn6Wtrf3VlMykQB21lgHfuYJGrAooFw7ZtGkTioqKcPHiRYSEhLD0fHWQIlIiJD0vRAesW7cu1q9fj5s3b7LRMqGcK7lcriL/Xa9ePcHvl3afP3funOQ2wLc7H1ThfxcaGUk0CZhSOdEM+vbtC319fSQnJ6OsrAzu7u6i8jSkgkZK+VuACU/TKH79J4OmorumCA8Px7NnzzBr1iycPHmSU8qZAa1xWr9+fcEDDhfc3d0xa9YsNmk7KytL7cEW0JyGdPPmTTx69AgjRoxAUlISb05Djx49RBlEXJg0aRJGjx6NAQMGsEVKGaW8iqhYE0wKZDKZiixt/fr1RSXS37x5E1FRUVi/fj3s7e0xd+5cjBw5UrCdWGof7fejSZHS1q1b49ChQ6IMe6Cc9799+3YcOXIETk5Oop5fE0iZEwwCAgJw6NChSmIKQkaSFLqsJmO+du1a2Nraiq4X1a9fPzx58gQXLlxA586d2c9lMplgziiNIh7NmAPlhaNNTEyQmJgIQghWr16NTp068bYZNmwYpk6dCktLSwBAVFSU5FwZIajbNwiPap8Uam1FeHl5wcfHB5mZmTA1NYWhoSFLD+aDm5sbjh49io4dOyI4OBhGRkaC5x4pDlu+PUJMHuf69esRFRWFvXv3ok6dOtDW1sb69et52/To0QMuLi7s/nns2DF2LlaEpvu8Jrm6VaiCJtBI3Y4GXJzopk2bquVEa+qBlYrFixejdu3aKjz0Dx8+8EopK4OpO/A1IeVgSwNNvVJSkJWVBV1dXU7VJUKIWoUxWvj6+iIvLw+3b9/G0aNHMW/ePPz4449sZfmKuHfvHn799ddvqtRUWlqK58+fQy6X46effhJVTPXgwYOYMGGCymeMKIE67Nq1C9euXUNGRgaCg4MxceJEmJubY/bs2Ro/AxcePnyIW7duQS6Xw9DQED///DPndeoMUuV+q8OqVatQu3ZtREdHY8mSJQgJCUHjxo0F66JZWVkhODgYdnZ28Pf3x48//ojRo0fzbt4Vk7FtbGzUJmO/f/+e9/5CdbBKS0sr1Tr78OEDZ5ScZvySkpKwdOlStG/fHh4eHl+1HpAyxM4JBlyKVVyfVcSTJ0/g6uqKrKwslVxOvhwjKWPOYNy4cTh8+DBvX7hQUFCAsrIyyTWZaBTxpI45A8a5NHPmTJw6dYrXucQgPj4eN27cACEEhoaGKjUFvwTUqfUx4FLt02R/u3jxIoyNjUUrGGry3n9rh61UkQ2FQoGgoCDcuHEDCoUCRkZGGDNmTKV3BtB8n//jjz/Qo0cPjBw5ks3VvXr16leRk69CFZTxzY0kKysrREREsJu4XC6HhYUFTp48yXm9ECWCSw5Tk0OWFCllZSir3jDqNWJUb6SC9mArRUKdSy6XgZBXilZ2eNq0aaLrF2lCl2Ckq5n/yuVyWFpaCnqyFi1axFlTSLmekSagUVkDVOk6yl5ahq7DJzdubW2NsLAwjBw5EuHh4SgqKoKdnZ3ad5EGV65cgbGxsdrx5VLHUmeQMuAzTOVyOY4ePYqrV69CLpezHluujVsZwcHB2LRpE0xMTODn54ehQ4di2rRpvEnINjY2LLUvPDwcOTk5mDBhAuezKgsjMEsuU5eErx5JTk4OCCGYMmUKAgMD2bZlZWWYOnUq5724xo8oCTFwjZ+enh50dHTQsmVLzuiJuu+PxpNPMycYzJ8/Hy1atFBxYmVkZAh6vRmIiarRjDmD33//HU5OTujUqZMkatmVK1dYaWSFQoHbt2+rpRHSKP1pMuaAdOcSg4sXL+LmzZvQ0dGBkZHRF3fo0ThRNdnf5s2bh7t378LU1BQWFhaClDnmvVd+/wAIvveANIetuveQgdD+VlFkIzo6Gn379uUU2WAcweoMQD7DT8o+rwyu0i3qnCOanA+qUIWK+OZ6iFI50YwR9PbtWxw4cAALFy5UqejOBU0paWKllJWhrHrTpEkT0ao3UnHixAn2YFu/fn2EhITAzs5O0EiSIqHOyOXSQKrssHL9os6dO7MHEm1tbZiYmHC20YQuoa2tDblczi6inz594j3MKNcUUvZAMjWFxEBMdJFPZY1vwdeEriOTyaCjo8P+fW1tbeoaL+pw69YtGBsbs1LCFcF1OGMO8Xz1zCpCecMeNGiQSv5JXl6eYKSGofiVlJSguLgY4eHhgjLRUqh9tJx6f39/JCQkICsrS4X+pqOjo1aOnxm/GzduYMOGDQgKCmIjABUNfQZC6nXqsHv3bsltaOYEA29vb2zevBkuLi5sdIKvOCQNXZZmzBk8fPgQ9vb27LslhqIHAOvWrRNNI6Sh2Goy5kD5XGKcS7Vr18bOnTtZGp06rF27Frdv38aQIUNACMH69evRt2/fLxqppqGxVtzfpNQ82rhxI4qKihAfH4+DBw9i2bJl6NevHxYuXMh5vfJ7n5KSgk6dOiE/Px/37t1Dz549edysziIAAQAASURBVO91//59FYeth4eH2gLXNO+hMiIjI3H06FHWaTp69GjY2dlxGkkVC9Ay4DP8aPZ5ZUjJ1dXkfFCFKlTENzeSaDnRUiq6i6nroQ5SpJSVUVpaysojA+V83bKyMup+qAPtwVaKhLomXikpssMAXf0iMbVo1GHixIlwcHBAdnY21q5di1OnTvFSNmlqCjGQEl1kaCjPnj2rlFewcuVK2NjYcN7DwMAABgYGGDJkCL7//nve/lTEkCFDsGjRIuTm5iIoKAjHjx/H0KFDedvk5ORgzZo1yMjIwMaNG+Hn5wdXV1e11CBGjtjMzKySfLyQhHZSUhL777KyMty4cQPdu3fnHAt7e/tKn4mJ1DBQloiWy+Vo1aoV1qxZwzvXuJKxhXK2lCOthw4dwvz583kjrYxRs2fPHvz++++8f7sifH192QhLmzZtsGvXLjg7O3M6bpjDeWpqKp49e4YaNWrgp59+EhRtEPJQc71bmsyJ77//HjNnzoSRkRFkMhl+++033qgQTS6nJmMeHx/PSdETgpSaTGPGjAFQbpRzUWy5oMmYA9KdS0B5Tk14eDi7P40ZM0aUQ08KlJkkTH6giYkJ3rx5I1is9d69e1iwYIHkmkffffcdWrdujVatWuHp06dIT08X7OfatWuRlpbGyrXv2LEDCQkJvHLtgHiHLTN3GMZIeno6PD09WcaIEKSIbDBz7O+//65EZ0xNTeVso2mdQim5upqcD6pQhYr45kbSqFGjYGBgwHKiAwICRHGiP378yHKgq1evDltbW7XFWtV5yxjwec0GDBiALl264O7du5DL5Vi8eLGK8pM60KreSAXNwRYoP9QXFRWxm9zr16/VLoKaeKXq1auHZ8+esfc5ffo0b7FbhgbSuXNnzgMX13elSZKqra0tDAwMWO71X3/9xTv/3rx5g/bt22PGjBmV6AVv377l3VClRBeXL1+OjIwMJCUl4cGDB+zncrkc7969U3sPJsm8Yl0vMR7smTNn4tKlS2jQoAErZCGUM+Dh4YFBgwZh3759qF27Nlq2bImFCxeym2BFHD58GAUFBfj777/x4sULlecKDQ3lrc6+YsUKld8/ffqktto8baSGgaenJ6ZOncpGoE6fPo2lS5fi0KFDattUTMbu2bMne4Dluw8TaW3cuLFgpJWhVsnlcs6oB5+BX1JSolKjrHXr1modN2/fvsXcuXNRXFzMHjLS0tKgq6uLdevWqTWCaTz5msyJqKgo+Pn5oWvXrlAoFPDw8MCKFSvQr18/zusZZatjx45x0mW5qIc0Y64JRQ+QVpOJRhFPkzEHgAkTJqg4l2JjYzF9+nTeNo0aNcL79+/Zg21eXt5Xy3Vj8gMLCgpw5MgRUcVavb29Jdc8Wrt2Lc6cOYMWLVrAwsICM2fOFBREAcqNZ4Yapquriz179sDa2prXSKJx2DKMkZSUFEHGiDK4RDbU1US8e/cuCCFwdXVVqdFYVlaGxYsXc1K8afZ5ZXTt2hWxsbGicnU1FbGoQhWU8c2MpIqcaIaq9PTpUzx9+lTwJZFS0V25YFhhYSFevnyJDh06oKioSG3So6ZSysqqN3369IGRkZEo1RupqHiwnTlzpqCyEyBNQl0Tr5QU2WGAjgaiCV3i48ePyMrKwvjx47Fr1y7s2bMHs2fPVltU8sCBA/Dy8uJ8BqEFV0p0cfr06cjIyMDq1atV5ppMJuP1jAUHBwMQTkbmQklJCZo0aQI3NzfExMQgOTkZBgYGvE6BzMxM2NraIjAwENWqVYOjoyOsrKzUXt+sWTOkpKRAoVCoHKhlMpla6hcfXr16xfk5Xx6ilpYWdu7cyft3aSSiZTIZBg4ciDFjxuCff/7BkydPUFZWxpv/JDXSyoyZmKr0FdGlSxd4eHjA3NwcWlpaOHnypFo5XF9fX4wePbrSoTI4OBgrV65Ue8ii8eRrMie2bNmCY8eOsQfvzMxMODg4qDWSaOiyNGOuCUUPUKURMknw6miENBRbTd9DOzs7dO7cmXUubdq0CXp6epzXMu/ihw8fMHz4cPTo0QMymQw3b95kacVfGjTS/zTsj8aNG+PQoUOiHKcVkZubK0muncZhK4UxogxHR0d06tQJCQkJUCgUmDp1qlqH2fnz55GYmIi3b9+q7Is6Ojpqczhp6Z40ubqanA+qUIWK+GZGkqacaJqK7pcuXYK3tzdKS0sRHBwMS0tL+Pn5cW5amkopN2zYEAEBAVRtpaJevXowNjZmf798+bIgr5dGQp3GKyVVdpjxpCkbtkVFRcjKyhKk+tDQJVxcXNCnTx+UlZUhJiYGU6dOxdKlS3Hw4EHO65mDSsWF9/Pnz5yiF8qQEl1s2bIlWrZsiePHj6OwsBDFxcUghEAul+Pp06esN1Ed0tPTcefOHQwfPhwrV65EamoqFixYwNvO1dUVrVq1Qv/+/bFhwwbY2trCzc1NbVQIAGrWrImcnBx2w0pOTuZV3zMzM4OZmRmGDx+uEtUAyg8pfFCmfSoUCnz48EFt0jVjvAcHB6NOnTqwtLSETCbDyZMnkZ+fz3sfQJpENAPl2krOzs7o06ePYG0lqZFWJjLl6OjIqq1lZGTg5cuXgjkNy5cvx8GDB3HgwAHIZDJ0794d48eP57z20aNHnO/16NGjceTIEd77ANI8+cycsLCwUDmkikHdunVVjJvGjRvzzj8auizNmGtC0QPKI10VazKpU6dkKLaDBw8WrYinyZgD5XRWCwsLmJubC+4b6hxpfIIJmoJG+l/K+qzsPOWiJwo5UaXItWvisK3IGMnIyBAlIMIIEykr2qkTJmL27KioKMG8tIptpO7ztLm6AD2dsgpVUMY3V7c7ffo0JydaKNx/9uxZ9O3bV5SIAoMRI0Zg165dmDZtGitf+ueff/LKxUqVUtZUVUYqZs+ejczMTDRv3pz9TEtLS63XWxMJdVtbWxw/flxFWcbCwgInTpyodK0mioIAcPToUSQlJWH+/Pmws7NDrVq1MGzYMF46wpgxY7B69Wo4OTkhPDwciYmJ8PX15aVLWFlZITIykpU7njhxoih1nfj4eNy6dQszZ87EmDFj8P79e8ybN4+XXvX+/Xv4+PiwEq5GRkbw8PDgpWFu2bIF+/fvR0lJCRo0aICsrCzo6ekhLCyMt39jx47F2LFjUaNGDfz9999wdnbGmjVreA+4jDoQQ/1ycHDAiBEjeO+VnJyM5cuX4/nz52jXrh2ysrKwbt06tfUxGMTHx2PLli0oLCxkjb/8/HxcuXJFbRtluVgtLS3UrVtX0Ojm6r+Y75dGItrCwoKtrVStWjW2tlJoaKjaNi9evIC7uzuSk5NRt25dNtIqxKPfunUrnjx5AicnJ4wdOxYdOnRAy5YtsXLlSrVtfH19YW1tjV9++YX3bwPc6lEMmHVAqL1YpT91NVOElPSAcsWvJ0+ewMLCAjKZDKdPn4aOjg5rvFRczx49eoT27durjbTyHZhoxjw3NxcnTpzAx48fVXKK1NFENVGnlKKIp8mYA+Xvx8mTJxEbG4uGDRti+PDhGDJkiGCB8idPnqCgoIB9plevXok+WEsBjfS/8vqsUChgaGiodn2mUdlVhlwux/v370XJtR85cgRjxoxRe0++e124cAF//fUXXr58id69e7OMkYEDB3JerxxpVc4vksvlqF+/PstUUAatEitAt88D5fXRuHJ1ly5dqrYNzfmgClWoiG8WSdKUEx0XFwdfX1+YmprCxsZGtDdA2bNW0ZOtDNrK58r5O2VlZdDR0UFZWRlKSkokJ9KLQXp6OqeRog60kTFAmleKy3tYUfaUD4GBgdi/fz+ioqIwYMAAeHh4wN7ennfxpKFLVKtWDVevXsXZs2cxc+ZM3Lx5EwqFQrB/AQEBWLNmDaKiovDLL79gxYoVmDBhAq+RRBNdjImJQXx8PLy9vTFr1iykp6erzb1TRlFREaysrODq6gpra2t069ZN8LuXyWR48eIFzpw5g927dyMjI0OQYmRgYIDg4GDJdZzWrVsHT09P7N27FzNmzMCFCxeQm5vL20ahUEiOjpWVlSEpKQm//fYbACAxMVGwb0B5sm9YWJjoCChQntxcXFyMM2fOwN/fH58+fUJhYSFvm9atW8Pd3R1t2rSBQqFASkqKqETjmJgYhIaGYu/evez3zEclAsplvdeuXYvs7GxYWlrCyspKrYEul8vZvJqKECNAI8WTz8hG0+Q+tmjRAi1atEBeXh4AsEIZ6ua6JnRZmjF3cnJCo0aNRNPKNFGnlKKIp8mYA+Xvh6OjIxwdHVljbOXKlbh7967aNsuWLcP169fx8eNH/PTTT3j48CF+++23r2Ik0eQHNmjQABYWFggICEBOTg7i4+PVGi7KhsmzZ8+QkJAAuVyObt26oWPHjoL9Gzx4MMzMzGBtbQ19fX3ea2mEORgoM0aKi4uxaNEiXqccTaSVL7ojBKn7PG2uLvDtxLSq8L+Nb2YkacqJ9vX1RUlJCeLi4rBr1y68fv0aAwcOhLW1tUpURRnt2rVDWFgY5HI5njx5gqCgILWbF+1mxWxQMTEx2LFjByIiIvDy5UvMmDEDS5Ys4Sxmpwl69eqF69evw9DQUFQYnUZCXbmt2DwmGtlhZejo6KBRo0Y4d+4cHBwcIJPJUFxczNuGRizDw8MDe/bsgZOTE1q0aIHly5cLFhpl+texY0esW7cO9vb2+O6779QaFJpEF+vUqYNatWqhY8eOePjwIYYMGaKSHKsONWvWxNGjR3Hx4kW4ubkhMjJSsDaQo6MjnJycYGtri7Zt28LS0hLz5s3jvFbT2hM1a9aEoaEhbt26hU+fPsHZ2VmQK+/q6oqxY8fi9OnTePz4MVxcXODv788bHfPy8sKSJUuQl5cHhUKBf/3rX/Dz8+O9XqpENIPx48dj4MCBMDExgb6+PoYOHYqpU6fyPtOaNWvw6NEj7Ny5E1lZWdi+fTtu3Lgh6EnV0tJCzZo1ERcXh8WLF6O0tFTQILOxsYGNjQ3evXuHmJgYjB07Fq1bt4aNjQ0biWFQUFAAe3t7TiNJjKODS+lPXQ0Z5iBaq1YtPHjwAL169cLu3buRmpoqqHwm5LGvCE3osjRjnpOTw6m4qg6aqFNKUcTTZMwBID8/H2fPnsWpU6fw/PlzDBw4UHBdT0xMRHR0NLy8vDBx4kSUlZXxRuE0QXZ2NtLT07Fp0yZ2f8vNzeXN4XF3d4eOjg5byygxMRFJSUm8kvKRkZHYsmULzMzMoFAoWKcPXz01AIiOjsaZM2ewadMmZGZmwtLSEpaWlmjWrFmla2kdtkDlc8jYsWPh7u6uNpJEI0zE5CrZ2toiOzsbjRo1QlJSEh4/fiy4pkvd52lzdYFvJ6ZVhf9tfHO63bNnzzhzE4QOdMx1Fy5cQExMDFJTU9GrVy/cvn0bAwYM4FzoCwsLsW3bNly9epVNhnV0dOT1EhcUFFQSd3j79q3gy2VpaYnAwEA2cvXhwwdMmTKlUmFaTbF37174+/uzG7zYOhwTJ06Era0t7OzsUFJSgujoaERGRgpu6Dk5OaxX6rfffhMcBxsbG6xfv579jl+8eKFWdlgZS5cuRVpaGj59+oTw8HDMnTsXurq6vJuqFLoEH8R8v3PnzkWNGjVw8+ZNnDp1CqtWrcKHDx+wefPmStcq08S4oot8hrOLiwsMDAzw66+/YuvWrRg3bhz8/f15aTdA+TgfPnwYxsbGMDU1xbJlyzBlyhTe6CkX1L2LQnQroUjwlClT4OzsjHfv3uH69euYN28ebG1teevzMBQwV1dX9OjRA/b29qKoXwBYupNQLat79+7h119/VVvAlq9wbUUUFxcL1lZiKHrKuVbW1ta8FGAA2Lx5M0JDQ9GqVSv8/fffGDlyJMzMzASNhuTkZERFReH8+fMwMDDAsGHDcO3aNbx9+xZbtmwR/WxCqFjEl/Hk863rv//+O/r06YOffvoJAQEBmDZtGkJCQtTmB2oCGroszZivWLECgwcPrqQ2qQ6MOqWBgYFkdUqawrq0Y963b18MGDAAw4cPF6TWMhgzZgyOHDmCv//+m43acBVr/xKg2d+4ipEydGx1sLa2xoEDB9i6dx8/fsT48eMFi80zKCsrw6lTp7BmzRoUFxdDT08PixYtUlFYTU5OxpMnT7Bp0yYV54lMJoO+vj7vmi71HOLp6ckasRUhFGlVzsmcPn06TE1NkZeXx5uTSbPPM6iYq/vq1SteVsGXOh9U4f9xkG+M8+fPk5EjRxJzc3MybNgwMnjwYNK7d2/BdkuWLCEmJibExcWFXLp0iSgUCkIIIUVFRaRHjx6cbfLz88nBgwcJIYRkZmaSTZs2kcLCQt77hISEkJ49e5LOnTsTAwMD0qlTJ2JmZibYv6FDh7J9IoQQuVxOLCwsBNtJxYABA8i7d+8kt+Pqi5WVFW+b6Oho9poXL14QMzMzcubMGd42w4YNq/SZpaWlqD4+ePCA/X4SExMFr5fL5eTs2bOEEELev39PwsLCVL4DLtB+v58/fyZxcXEkMzOTEEJIZGQk+fz5M2+biuPXr18/wfHLy8sjERERhBBC9u/fT2bNmkWuXr0q2D9CCPn06RN5/fo1ycjIYH/4QPMupqamEmdnZ0IIIY8fPyYTJkwgjx8/FuxbWloa8fLyIqWlpWTOnDmke/fuZPfu3bxtRo8eTUJCQoiRkRHJzs4mERERxN7enrfNvXv3yNy5c8mkSZPIxIkT2R8xSExMJIcPHyafP38m169fF7z+zp07ZN68ecTBwYFMnz6dTJs2jQwePJi3zfDhw8mHDx/Y3z9+/Cj6/fj06RP77/T0dMHrBw8eTMaOHUuCg4NV2paVlX3xtSkzM5P4+/sTQgh5+fIlcXNzE1ynmOf29PQkBw4cIIQQYmtr+0X7pXyvhw8fksOHD5OFCxeSwsJCYmdnJ9hO6pibmpqSjh07Ej09PWJgYED09fWJgYGBRn1Xh4KCArJ69WpiZ2dHbGxsiK+vr0p/uUA75nK5XHL/li9fTvz8/Mj9+/fJiBEjSGBg4FfZEwmh29+sra3Jy5cv2d/T09MFx2L48OEqvysUClHPdOvWLbJs2TLSr18/Mn/+fHLx4kUil8vJ7du3Sb9+/Tjb5OfnV/qM2X/U4VudQwgpHwuFQkHWrVtHNm3aRAghZMSIEYLtpO7zhBDy119/ke7duxMDAwPSt29foqenJ/j+0pwPqlCFivjmdZJochMAoHPnzli0aBFq166NsrIyFBcX47vvvkPNmjXVen5cXFxYydtatWpBS0sLrq6unN5/Bvv370doaCjWr1+PefPm4dq1a7h27Zpg/8zMzODg4MAm38bFxYmSfpWK1q1bi87zUYYUCXUG27ZtQ2BgIADghx9+QFhYGKZMmaI2dA9Ikx1WRl5eHm7duoWzZ8+ylJHr16/zem1p6BK036+WlhZkMpnKtTExMWqLvAKVx+/YsWNqx0+Z6mBsbIz379/DwsJClHwrc699+/ap8MiFErJp3kUPDw84OzsDKM9TmDt3Ljw8PNTW+WHQvn17tsaH2AiGn58fDh8+jDVr1qBhw4a4desWL3UOKFdpmjRpEtq3by/pPdm1axeuXbuGjIwMDBs2DN7e3jA3N+elIi1btgyTJk1CWFgYJk6ciHPnzglG7qSoXCkjIyMDBw8eRG5urgqlSlktqiJ27tyJgoIC/PLLL8jPz8eNGzfYIqxCkSupkFLsmwFtfiANpNBlGdCM+YULF6j69/btW0RFRbG5Vgz45oYURTwGUsecK8LFQCjS5e7ujn/++Qd6enqYNWsWrl+/zlsOQhPQ7G+urq4YP348G9l/+/Yt73cLAN27d4eLiwtbs/HYsWOiImtr1qyBnZ0dFixYoMJk6dy5M8aNG8fZJiYmBgEBASgqKmKjJ7q6urw14WjPIVeuXEFgYGCl+cdHbabJyaTZ5wG6XF2a80EVqlAR39xIoslNAMqNnPHjxyMiIgKvX7/G5MmTsWTJEgwcOBBNmzblbPP69Wts374dAFC7dm04OjryHmqZ61q0aIGOHTsiLS0No0aNqsRn54KrqytiY2ORkJAAmUyGESNGqC3Gpgm0tbVhbm4OPT09FSqLkHocjYR6WVmZCl2pXr16gocYKbLDypg3b56khGcASElJYQ97DRo0gK+vL2/NHoD++12wYAGys7PRtm1b9tCgpaXFO5+kjJ+9vT20tLTU5oScPXuWt3/h4eE4c+YMSwMRA5p3sbCwEL169WJ/NzQ05N0YNcnPat26NSZMmIAnT55ALpdj+vTpamvvMPj+++9hb2/Pew0XTpw4gbCwMIwcORL169dHSEgI7OzseI0kbW1t2Nra4tWrV6hTpw58fX0Fk9ItLS1hZGTEqly5urqqTRZXhrOzM3r37g1jY2PRxt/Ro0eRlpaGnTt3orCwUHT+Ew2kFPtmICU/UPmwXvEdEUM3btGiBRYsWIC0tDT06dMHS5cuFZTCphnzz58/Y/fu3Xj58qVKbTmh/CcHBwf07NlTVA6rJjkrUnMyaeqvMahWrRqMjIwAAAMHDuR1rmkKmv2td+/eiIuLQ1paGnR0dNCmTRvB72np0qUICgpCcHAwS+EXEogAgA0bNuDAgQOoXbu2Sk5wo0aN1CrM0jj0aM8hnp6ecHd3R8uWLQWvZcCVkykkNkKzzwN0ubo054MqVKEivrmRVKtWLdy5cwft27fHpUuX0LVrV8EEfUCaV55BzZo1cevWLdbTk5SUJJgz0KBBA8TGxkJPTw/Hjx9HixYtRPXP0dER1tbWWLRokaj8KloI1WNQhwcPHuCvv/6SJKFO45Vat24drK2tBRfLipCa8AyUc7TT09PZg/OrV68En4/2+338+LFo3jkDKePH5x0UgxYtWqioi4kBzbv4ww8/YNu2bWyk8NSpU7yGC62aFvB/tXfy8/MRHBzMW3uHQbdu3bBhwwYYGxurHHiE1DBlMhl0dHTYw7C2trZgnZWaNWvizZs3aNu2LW7dugUjIyPB2k9AeRK9styzGJSVlcHJyUlSm/j4ePaQoKuriz179sDa2prXSGIKSL98+RJLly4Vfcin8eT/9ttvKjLHfI4eTQ7rQPm6dOnSJSxcuBA1a9ZEjx49BL8DmjGnqS0HlM8ld3d3UffQRBFPypgr48OHD/D19WXLGXTv3h1Lly6lKqr6NdC8eXPWISoF1atXF8V0YBAQEAALCwtRjj9l0ERaaR16Q4YMkby+tGzZEgMGDJAUfR89ejRGjx7N/h4eHi54vqLZ54Hy/S0wMBD6+vrYunUrdHR0RKm3Sj0fVKEKFfHNZ8ySJUsQHByMRYsW4fjx4+jfvz9mzZol2I4mqrFy5UosXLgQubm50NLSQv369QW9DytWrEBkZCQcHBxw8eJFuLq6ivK8Tp48GZGRkfD394exsTGsra1ZGeIvCSmJ5MqgkVCn8UpJkR1WRteuXXHt2jXRCc9M/6TSJWi/359//plTdESof1LHb+LEiZzPz5dAC5QfUi0tLdG1a1eVAy2f6pyHhweOHDki6V309fXFpk2b4OjoyEYK+Ty2zHdDU/Nj//79bO2dhg0bIiIiAhMmTOA1khhJ4lu3brGfCSUgA+UHi0WLFiE3NxdBQUE4fvw4hg4dytvG2dkZvr6+8Pf3x+7duxEUFIThw4fztqFF3759ERoait69e6t8v+pkehnk5uay1eY/ffok+G4xh/z79+9LOuTTePKPHTsGPz+/SoY5X1SI9rBOQ5elGfO0tDT4+fkhLi4O3333HVatWiWKKWFnZ4eNGzfC0NBQ5SDHSJwrQxNFPJoxB8rXih49emDp0qVQKBQICwvD4sWLRRtZ/yto1qwZfHx88PHjRwwbNgwWFhb44YcfBNvRRFppHXo0mDZtGiZNmoTu3burOIf41ueUlBTs2LGjEh2Vb62l2eeB8n3s/Pnz6NatG0xNTREaGiqoqEpzPqhCFSrim6vb0cLf3x9paWkqXvn27dsLylgD5RtrtWrVRNU+0RQlJSU4efIkAgICUKNGDdjY2GDSpEnf5N5i+hYXF4eTJ0+KklDXBIzscGBgoFrZYWX07dsXb9++hba2NntIEEOjKSkpkUSXoMWIESPw8OFDNG3aFDVq1BBVhJGJLvbr1090dFH5eUtLS3H27FnUrFlTrTQ3A3WKb0Kqc1Jx4MABWFhYCEYJKmLnzp3sv8vKynDx4kV06tSJrd/CBaYwLKNyJ1YJjhaXLl1i1dmMjIw4683wITc3V5DuqFzDSQoY2V1lCNEwo6KiEBAQUCn/ydzcXG0bKQWkNcWgQYOwZ88eUYdMBn/88Qd69OiBkSNHsof1q1evCh7W582bx0mX5Tto0Yy5vb09Dhw4gHHjxuH48eN4/fo1Zs2axauYBpTXV3r06JGKJLSWlhbnc2miiEcz5gB3sWEudbj/JsTExPC+C3zIzs7G6dOnERoaCm1tbd4C0gAwadIk2Nvbq0RaQ0NDeaMqb9++ZR16q1atwo0bN+Dg4CA6T1UKrK2t0aVLl0p0T676hwwsLS058z+Vo5sVIXWfryhLXhFCTqJvdT6owv8uvlkkSZPcBECznB8hGWDg/zjvzEZT8b9iDutnz57FiRMnkJqaCisrKwwbNgxXr16Fg4ODYGL7t4CWlhaqV6+OatWqobi4GO/fv8eff/6pVkKdFsqyw126dGFlh0+fPq02aZ824VkqXSI4OBgbNmyolEcj9P3yyZqqA010seIG0717d9jZ2QkaSba2tpwSqXw4f/48tm7dig8fPqh4AvkOgXl5eZg4cSJatmwJa2trDBw4UFQx2YqbrYODAyZNmsTbhqv2DpdnHdCs3hGDevXqwdjYmP398uXLMDExUXt9cnIy9u7dW2n8+DypS5YsEVzruEBDx6TJf6pYQPr169ei6rHRoGnTpoI5ZhWRkZGhsoZMnTpVsLwAQEeXpRlzKbXllPHo0SPR/QsODgZAR0GkGXOgfF6kpaWhQ4cOAIDU1FRR7/23gkKhQHx8PPr3788WhrW1teU9c2zZsoXKSHrz5g1iY2Nx6tQpVK9eXZTRQhNpvX37NkuvZ6iYTMoBHx49elQpuqNu3WSgo6ODFStWCP5tZdDkf0rd5zXN1ZV6PqhCFSrim0WSlGvHcOFLF1391jA2Nkbv3r1hY2OD3r17qyQZz5o1S7BS9teGh4cHLly4ACMjI9jY2LDJyMXFxTA1NVVbJ0YqhgwZgoYNG8LGxgbm5uZsBE0ul8PGxkat5/HDhw84efIkCgsLQQiBQqHAq1evvrgSzYABA7B//37JB4XS0lJcvXq1Uv/EUEWlRBeVDz6EEDx69Ah79uzByZMnee+xZcsW7N+/HyUlJWjQoAGysrKgp6eHsLAwtW0GDRoELy8vFe86AFF5BsnJyYiJicHFixfRtWtX2NjYqC0eyoX09HRMnjyZ9yBasfaOkZERxo4dyxmV07Te0ezZs5GZmakSVdXS0lJLEwSAoUOHwsHBodL48XlSZ86ciebNm0NfX1+Fvy90WHv58iWCg4Mrzb+9e/fytpOKCxcu4K+//sLLly/Ru3dv9pD/NZLuPT098fz5cxgZGal4ePnyLkeOHIlVq1apHNbd3d155zlQrnTq6OgoiS5LO+ZMbTm5XA4DAwM0btxY8F7u7u4YPny4ipEuBBpFPJoxB4B//vkHCxYsYI3srKwsrF27lrdOzbfEokWLoKOjA29vb3z48AH+/v7Q0dHh3T9+//13tvaQ8rvINxajRo1CUVERzM3NYWFhQWVwikWnTp1gYmKCNWvWoG7dugAgWCdu+fLluHLlCn744QeViKkYYafq1avD1NRUxfjlo+X7+/ujevXqkvI/v9U+X4UqfCl8s0iSJrkJmuD+/fusBG5KSgqrtqMOixcv5vxciMvKRLmMjY0rebL+3QYSQCehTgNa2WEXFxc0adIESUlJ6N+/Py5dugQ9PT3B++Xk5OBf//oXiouL8e7dO8FNq1GjRpIUfJT7l5ubi+fPn6N79+5ISEhAly5deNvQRBeVJXKZPDoh2WuATiK1bt266Nmzp+Dfrojs7Gz8888/SEpKQt26ddGuXTvs3r0bUVFRar2RypFaoDwpmZESV4dJkybh0KFDotSjGG+hoaEhLly4gBs3bkAmk8HY2FjUM6anp0umlH3//fe8+VFcYOZqYmKiyudCRpKrqytMTExw7do12NjY4Ny5c5IpU2LQt29f6OvrIzk5GWVlZXB3dxd1yKfx5Ddp0oTNVxRKwmawZMkSzJo1q9JhXQjPnz+HhYWFJLos7Zj/61//Qr9+/TBz5kzRlM3r16/j2LFj0NHRgUwmE8VgkKKIx4BmzIFyCf/Y2Fg8f/4ccrkcP/30039UJIlGyUw5qi92LFauXKlS+PVron379hg4cCDGjBmDgIAA/Pzzz5wRFWVcu3YN0dHRkr+blJQUAOV0YAZCuZw0+Z+0+7yUXF1GBl9ZtKsKVaDFNxduUH55lXMTvgbWrFmDR48eSZLA7dOnD/vv0tJSnDt3TtSh2tvb+z9ak59GQp0GtLLD79+/x969e+Hv74/Bgwdj1qxZmDBhAm+bwMBAREVFITQ0FDk5OZg9ezYmTpyoorjDgPGkNWjQAOPGjYOpqalKgrSQJ/Xp06c4ceIEvL29YWtry3qm+WBmZobevXtj3LhxKtFFPT29SodkBmLUi7ggRSKVORi2atUKzs7OMDMzUxkLvgP71KlT8fLlS1hYWGD16tWsZ378+PEwMTFRayTRUINq1KiBu3fvolOnTqIpX35+fkhOTsbQoUNBCMGGDRvQt29fQTppr169cP36dRgaGgrei3mWdu3aYc2aNejfv79KdIvPk8rlbBGjiFdSUgJHR0eUlpZCT08PY8aMYRPBvwTUeZqfPXsGQPj9oKlJwvX+vH37lvc+DNVJ6mGdhi6r6ZhnZWWJvpaG2idFEY8BzZgD5Tkrenp6GD58OAYMGPAfZSABdEpmNGMhl8vx559/ShIroIWWlhbs7e3Rvn17/Pnnn5g9e7ZgbmubNm1QUFAg+fuh2Xdo2tDs8wBUcs+Vc3W5cPjwYXTr1g0eHh6ce6AY0aoqVIHBNzeSpOYmCB2u+Cb8hQsXWO+wWAncigdEa2trUbzb/3RNfhoJdRrQyA4D5Ru+XC5HmzZt8PDhQ3Tp0kVQvfDo0aMszaZ58+ZsnRsuI4nxFDIRB7lcDrlcLvq5GGpc27ZtkZqaCjs7O5SVlfG2oYkuDh48WKVfWlpaqFmzJtq0aQNXV1e1kTIpEqmXLl0CAFYyvGLtDT4jycHBAT///DMbEWEOJtWqVeOt4VExQqv8XKNHj+bc1FNTU2Fvb8/Kc4vxrp8/fx7R0dGsQMiYMWNgbW0taCQ1a9YMU6ZMYWkjfPdSjva9efNGZY0S8qTGx8djy5YtLN1ELpejoKAAly9f5u1f9erVUVBQgDZt2uDu3bvo0aOH2vkrRK3hMnikRBW4QLP+HT16tFKxzCZNmvDmGTB5JFLrrOjq6kqmy0oZcy58bSa7FEU8BjRjDpTnKSYmJuLkyZPYuHEjDAwMYGFh8VUKptOAS8ls1apVvG1oxoK2WDUNmPnTpUsXHDp0CH/++SfS0tJ425SVlWHo0KHo2LGjCgXua6gQMjmZFd+p2NhYtW1o9nlAWq7unDlzsHnzZrx9+7ZS8WIxSqdVqIIy/u2i8ZmZmbzeG74K3WIm/MePHyVJ4CqrqTA5IR8+fOBtA/zna/LTSKjTQqrsMFCunjRr1ix4e3tj4sSJuHz5sqByTcX+891H2Wv48eNH3LlzB9ra2vjtt99EKQ/26tULCxcuhKOjI2bPno3U1FRBrx5NdLFPnz744YcfWBpXdHQ0bt++jQEDBsDd3V2t906KRKpyNIMQgidPnkBbWxs//fSTwCiUJwUHBARwRu/4IjDa2trIy8uDjY0NtLS0cPLkSeTn50NHRwfu7u6clKkrV64I9qcimjdvjqysLFYlLD8/XxRd7PDhw7h8+bKofKyK30FRURG0tbVFKSetW7cOnp6e2Lt3L2bMmIELFy4gNzdXsN3vv/+OP//8EwEBARg9ejROnDihlvZDY/Aw78fbt29x4MABLFy4UKXopRBo1j+aYplNmzbFjBkzJOWRAHR0WSljXhG5ubmV1OC+NK5fv45Hjx6xtCegfA3kM5Joxpz5u4aGhujWrRsuX76MjRs3YsmSJYLG/bcCTWFYmrGQKlagTrBKDN1z8+bN7L8bN26Mv//+G6dOneK9H58a3ZfGsmXLMGnSJISFhWHixIk4d+6cYM4fzT4PcOfqFhUVcV7L1G/auXPnNx2PKvxv4puf4qXmJtDSj4DyJGlbW9tKErh8UF4AtbS00KBBA3h4eAje6z9dk5+mMCwNaMYcKK9DZGlpidq1ayMwMBD37t1D7969edvY29tj1KhR6NevH7S0tHDhwgWMHDmSt82JEyewevVqdO3aFQqFAh4eHlixYgX69evH227UqFH4/PkzWrduDX9/f9y8eRNbt27lbUPjXb9165aKLDYj9+vr68srIjBr1iwcOnQIQLmq3uTJk3nvA5RHkBYtWoSGDRuCEIL8/HysW7eONzorJXqnjAcPHqiokJmZmWHkyJHYtGkTLC0tBfsqFoQQWFhYoFevXtDW1saNGzegq6vLHqLVeVRbt24t2TP88OFDLFmyBBkZGSCEoH379li1ahVv3krNmjVhaGiIW7du4dOnT3B2dhaljlVaWordu3dDS0sLx44dw/Pnz9Ue2MeOHSvpOZRBU/QSoPPk0xTLpMkjAejoslLGnMHdu3excOFCFBcXIyQkBGPHjsX69eu/CsVHiiIeA9oCpZcuXcLJkydx48YN9OjRA87OzpJEJr4WmPyTZcuWcb6/fMqCNGMhtVg1TTFt5pmYuVcRXOvFo0eP0L59e8Firl8S2trasLW1xatXr1CnTh34+voKruU0+zxAl6s7cuRIuLq6qtRU8/T0FOU0q0IVGHxzI0lqboIm0uE0Erg03HCAzpP1LaGJhLoU0Iw5oCqN3KxZM5V6IeowdepUdO/eHYmJiZDJZPDy8hKU+/zrr79w7Ngxtk+ZmZlwcHAQNJKmTp3KevF+/fVXUbKiNN71mjVrIjw8nC1KGhsbi1q1aiE9PZ2XvkOTv+Pj44Ndu3axSmEPHjzAkiVLeCWVpUTvlPH582c8f/4cP/74I4BytcuysjKUlpZ+UVpSRVqdGL47UL7hm5ubQ09PTyVCyEdTcXd3h5OTE0xNTQGUrx2urq44cuSI2ja1atXCnTt30L59e1y6dAldu3YVVSBSWa74+++/xy+//KL2WkY2F/g/yo5yOQM+OhFN0UuAbv2jKZZZv379St+pGGEcGrqslDFn4OPjg+3bt8PJyQm6urpYvXo1li9fLkqmvCJSUlJQs2ZNtG3blvP/d+7cGVeuXJFkrNAWKD1y5AgsLS2xbNmy/6h9jaFdckUFhdYmmrGQKlYgJPfPFQHleyZ1OHDgALy8vDiZN2IYNxWFEZTp0DNnzuQso1KzZk28efMGbdu2xa1bt2BkZCSYX0mzzwN0znJPT0+2ADIhBKGhoXB3d/9/rgByFTTDNzeSpOYm0Hhijh8/Dltb20ovg5gk5Ir5UWIWCwb/6Zr8Q4YMYSNJXxO6urqS79OqVSusWLFClDQyczBgFltGeOLly5d4+fIlb05N3bp1Vb7Dxo0bi0pybdu2LXbv3g19fX02lwfgz4mjiS6uX78ePj4+8Pb2hkwmg5GREdauXYszZ87wRuRo8ndq1KjBGkgARKkMcUXvxNBP3N3dMWXKFDRv3hyEEGRnZ8PHxwebN29WG0mhKbzapUsXPH/+HB06dMDJkyeRmpqKCRMmCNLohOha6sAYSEB58VFligwXPDw8cOTIESxatAjHjx9H//79RdUok0Izo3X0AOUHx6ioKJWil3yFgzXx5K9YsYItlnnx4kW4ubmprQe2adMm5OTkIDY2Fo8fP2Y/l8vlSEhIwMyZM3mfi4YuS0PtKy0tZR0BQHl+kJAxpg4bN25E7969kZqayrmm0SjiSRlzZWzZsoWl9kmpv/O1wRT8ffbsWaX1ceXKlbCxsVHbtuJYuLq6CubOSj2s01BfmWeytbVFfn4+Pn36JOhIYijctMybtm3bonr16rCzs2NpgK9evUKzZs2waNEiTkeEs7MzfH194e/vj927dyMoKEgwKi5ln1cGTa4ubU21KlRBGd/cSJKam8AcMD9//oxdu3YhPT0dnp6e2Ldvn1q+KbMw0SxQjFqSlMWiCppDijTyrVu3YGxszAoQVATfgtu2bVuMHz8eFhYWkMlkOH36NOrXr88a1OoOQHl5ebhw4YJKMTwhDx2Nd71Zs2b466+/VHLpAOGISHx8fKVDn1Au3a+//gpHR0fY2tpCR0cHMTEx0NXVZY1PrnGkid4B5XXEmLHQ1tZG27ZtUa1aNfTo0UOtx5em8CqzYfbv3x8BAQGws7ODm5sb9uzZw9tOqI4SF7p27Qpvb2+MHDkSOjo6iI6ORqtWrdhoOZcB3a5dO3h4eCA3NxdbtmxhD7ZCoKGZpaenY8mSJcjMzMShQ4cwf/58+Pj48NIBpRa91MSTv3r1aqxfvx4ABFXa+vXrhydPnuDChQsqSdwymQzTpk3jbQvQ0WVpxrxJkya4fv06tLS08PnzZxw+fJiV3JaKnTt38v5/GmNYypgrY8WKFbh8+XKl+jv/biNp+fLlyMjIQFJSEh48eMB+LpfL8e7dO962TZo0wfjx4/Hw4UMsWrQIRUVFqFWrFue1tMWqlSmd6enpePLkCUxMTPDmzRvBchXbt2/H3r170bBhQ5VIME0xaiEkJyerGBAdO3bEiBEjsG7dOrWGxd27d1nVyGPHjiE3Nxf16tXjvQ9tCQSaXN3/9ALIVfjvwDc3kmhzE5YuXYpWrVohJSUFMpkMb968gZubGzZs2FDpWqauCg01g2axqILmMDMzq0T/U1c0j/H2SWnDoEWLFmjRogVbgJHZ5IUOQS4uLpUOgmKEBaRGF6XmNOTk5IAQgilTpiAwMJD1OJaVlWHq1Km8G2pJSQnq1KmDuLg4AOUOjAYNGrDGp7qNS19fH/r6+qKfiennmjVrkJGRgY0bN8LT0xOurq68UQoar+OTJ0+wYcMGrFq1CqNGjYKDg4PkWkZikZqaCgCVjIg1a9aoNaBpc1Zo1jJPT084Ojpi1apVaNy4MUaMGAE3NzfO+lwMHjx4gL/++ku06Iwmnvw3b94gOztblFiGgYEBDAwMMHjwYLUHWT7Q0GVpxtzLyws+Pj7IzMyEqakpDA0N4e3tLXgvLpEHxlPesWNHwfZiIWXMlXH16lWq+jtfG9OnT0dGRgZWr16t4uCSyWRqaYoMLl68CB8fH5SWliI4OBiWlpbw8/PjzNVl8vRohQDCw8Oxf/9+FBQU4MiRIxg3bhycnJx416bjx4/jzJkzgobHlwAhBImJiex+mJSUBG1tbeTm5qoVeDp27BimTp3K/i6mnzR7NkCXq+vu7k5VU60KVVDGNzeSaHMT0tLS4Ofnh7i4OHz33XdYtWqV2tCuJtQMqYuFOpoJAz66ybeAJhLqUkAjOwyUq4oVFBTg77//xosXL9jP5XI5QkND2c1J0zYM1NXGUOftjYuLQ0lJCdatWwcXFxeVe23evBmnT59Wey8aSM1p8Pf3R0JCArKyslREK6pVq6ZCBeOCupo9QjQkGnh4eGDQoEHYt28fateujZYtW2LhwoW8ER4ar6NMJsOLFy9w5swZ7N69GxkZGSgpKfliz6EMGmqL1O9Xk7UsLy9PJUJmY2ODvXv38vYvLi4Ovr6+MDU1hY2NjeD6oIknPy8vD3379kWTJk1Qs2ZNUZ7y2NhY+Pn5sbkjYihmgDS6rCZjvnPnTgQEBPD2hQtxcXF48OABBg4cCC0tLcTHx6Nx48YoKirCkCFDqOmgFUEz5gB9/Z2vjZYtW6Jly5Y4fvw4nj17hsTERJSVlaFbt24qkXgubNy4EUFBQZg2bRoaN26MoKAg/Pnnn5xGknKxahrs378fQUFBGDt2LBo2bIiIiAhMmDCB10hq0aKFylz9mli1ahXc3d1Zp5uuri5WrVqFgwcPYsqUKZxt6tevD0tLS3Tq1EnFicV15tFkzwbocnW7du36H10AuQr/HfjmRhJNbgJQHjotKipiDZKMjAy1CeqaUDOYxeL9+/fQ0tJC48aNeRcLKcmV/w5oKqEuFrR1Vpo1a4aUlBQoFAqVvyGTybB69eov1oaB1NoY79+/x+3bt5Gfn69C75PJZKK4/FIhNaeBed49e/bg999/l3Qvrpo9+fn5VNLbQsjMzIStrS0CAwNRrVo1ODo6Cir9+fr6QqFQ4OXLl2xtDSFRCkdHRzg5OcHW1hZt27aFpaUlnJycvuCT/B9o6oRI/X41Wcvq1auHZ8+esWvm6dOnUadOHd42vr6+KCkpQVxcHHbt2oXXr19j4MCBsLa2RvPmzStdr4knn8uxIpR7sW3bNhw9epSXMsgFKXRZTcY8ISEBnz9/lixukJ2djfDwcPb7mTt3LmbMmIHg4GDY2NiojO2xY8dgZ2enIgojFjRjDnzb+js0iIyMxJYtW2BmZgaFQoE9e/Zg5syZGDVqFG875Ui2kHy1JpDJZCoGT/369dlaburQoEEDWFpaomvXripjzmWEqKMBMhD6nhjxitzcXMhkMlboRDlntSK4Ciur64MmezZAn6tbrVo1yTXVqlAFZXxzI4kmNwEoP/xMmjQJr1+/hrOzMxITE9VGaZSpGWVlZbh37x7Kysqgr6/PS+8BpC8WQgeBfzc0kVCXAlrZYTMzM5iZmWH48OGiNynlNq1bt5Z0iJZaG4OpuXDjxg0YGRmJ6p8m0UXanAapBhIgrWaPkKdZiFNes2ZN5OTksOOSnJws6NW7f/8+nJycULt2bSgUCuTk5GDjxo28Yg4DBw5UKZDMSLB/DdDUCZH6/WpCM1u+fDnc3d3x+PFjGBsbo0mTJrxOEwZaWlqoXr06qlWrhuLiYrx//x5//vknBgwYUElkQhNPPjP3lGFnZ8dLa27atKlkwwCQRpfVZMyrVauGfv36oV27diredaFD6ocPH1TeBx0dHeTl5XEepP/66y/07t0bc+bMUaHYMuCrO0Mz5sC3rb9Dgz179iAkJISlfM2ZMwfjx4/nNZLatWuHsLAwyOVyPHnyBEFBQV/tQN2tWzds2rQJRUVFuHjxIkJCQtC9e3feNiYmJjAxMRH195nvJzg4GHXq1IGlpSVkMhmb8y2ElJQU7NixA7m5uSrzic+JKoViS7PPK4M2V7cKVdAU39xIoslNAIC+fftCX18fycnJKC4uxqJFiwQPj7dv38aSJUugr68PhUIBd3d3rFy5EgMGDFDbpmKy8+zZs3mTnb9VpIYWmkioS4EmssMAnRevsLAQQ4cOlXSIpq0TItZAAjSLLtLmNNBASs2e/4+9M4+Lce///6tmwiH7UfZznKwH2VJUtuyUlFSW3HJECDkxkkoULY7s+34OUopIiI4tKSU54cgeFQpttKnp+v3Rb65vUzPXNddnaqQzz8fjPO67MZ+ua6aZ6/q8t9dLmkiGCLYgydnZGXPnzsXr169haWmJzMxM1rakdevWYdOmTfT8U1JSEtauXUv7NH1rSHxCKv59hwwZAj09PZn+viRzOD/99BNcXFzQqVMnlJWV4dGjR6xJHVdXV9y4cQN6enowNzeHgYEBVFRUUFRUhKFDh0pV4uOSyf/tt98QHx+PkpISsUqNiooK66bw559/xqxZs6CnpyeWXZfWjiZPuyzJey6L8a4kpk6dCgsLC4wcORIUReHmzZuYMmUKjh8/js6dO4s919TUFDNnzsT79++r+MJJu9aSvuffwn+HBKFQKDYT07RpU9aE2Zo1a7B7927Uq1cPTk5O0NPTw7p161iP9ezZsyrBBJuAxcqVK3Hq1Cl069YNgYGBGDRoED07LQ0zMzMUFBSgqKiIrvSnpaVJfK6oDdDX11fs+ti3b1+JFZ/KODs7Y9asWejSpQur4Io8Lbak1TpF+o8pUVIRhQdJJLMJQPlmfu/evTh79izevHmDadOmwcXFRSxrXJlNmzbh+PHjtEJeWloaFi5cyBgkcR12rrzBrpzp+NaQSKiTII/sMCmenp6cN9GkPiFckKe6SDrTQAIXzx55jZHT0tIQGBjIqT+8oKBATCBCW1u7xuaLSCDxCWnZsqXC/r4bN27Es2fPsG/fPmRmZmLPnj24c+cOo8xxnz594OzsDHV1dZSWlqKoqAg//PADGjRogHPnzkldxyWTL7rWe3t7V7GEYENTU5NOjsnS4qvodlnSmZW5c+fC0NAQsbGxUFVVhY+PD7p164aUlJQqEvtLly7F0qVL4eXlJZPROUD+nsvrv6ModHR04OTkRAcEp0+fpg3NpdGwYUM4OTmJBc9seHh4IDo6mrPK38ePH5Gamopt27YhNTUVO3fuRG5uLqOAxs6dO3HkyBF8/foVzZs3R2ZmJnr06MF4fystLRWzTqg8zymNhg0bymTlAMjXYksKif9Yeno6jh07ViWglfdepuS/hcKDJJLZBKC8F/3o0aMAgI4dOyIkJASzZ89mDJJKSkroAAkobw1h678mGXYGgIcPH2L58uW1LtNBIqEuDySyw5XJz8+XKYtLsokm8cbgijzVRa4zDaSCGYBkzx57e3uJz9XW1paYYZR1cF5kzMmlnUVTUxOBgYH0UG9ISIjMcsqyyNHKiySfENFgcWWqo6JbUFCAN2/eoFu3bigoKGD9jty4cYNuN9TQ0MDBgwdhamrK+Hlv1KgRZsyYgbNnz+Lt27f43//+h9WrV2PUqFG0H5kkSDL5XAMkoLztOjc3V+YWapJ22cpQFIXnz5+jbdu2RNUlWSgpKcH79+/pBNvjx4/x+PFjRnXA5cuXY+vWrYiJiYFQKISOjg4cHBwYz5Hrey6v/46icHd3x4kTJxAYGIiysjLo6elJbQEXXcsqy+/Lci2LiYkhUvlbvnw5fR3T1NSEnp4eVqxYgcOHD0tdc+HCBVy/fh1eXl6wt7dHamoqq7Gzp6cnVq9ejby8PFAUhebNm8PX15f1/AYMGIAtW7bAwMBA7N4jaf9SscVWUZD4jy1btgz6+vp0NVyJEhIUHiSRzCYA5RmSiiagTZs2lSpNKaJLly7YtGkTrSATHBxcpXWhMiTDzgDg5eVVbU7rNQEXCXV54FqJ+/TpEzw9PTFjxgwMGDAAS5Yswa1bt6CpqYldu3YxZqZINtGampp04CCLTwibqpSkIEWe6iLXmYatW7eiadOmGDlyJC11Kisizx4AYqZ7kmBTSWSDxJhzw4YN8PT0xJYtW0BRFHR1dRk9ewDxtozAwEBMnz69xpIVOjo69FwBm09IxYpuaWkp+Hw+SktL8fXrVzRs2JD1WFzkiiuSm5tLf/Y+f/7MulmonIw6ffo0azIKKN+0cM3kk3Dr1i24urpyaqEGuLXLpqSk0MazgwYNwowZM5CVlQUA+OOPP9C/f3+5XoMkli9fjo8fP0JLS0usQsFmhqqurk7POAYHB8Pd3R2bNm2q9vOr7WzZsgW///672IzKunXr4O7uXuW5Fa9lnz59QsuWLVFUVITMzEzWZB6pyl9OTg793ahXrx7MzMxYA57GjRujUaNG6NatG5KTkzF27Fj4+fkxrtHW1kZYWBhycnLoIEkWHjx4AKBcaltEdVYKpbVjy6quSDKrW1paWmOiPUr+Oyg8SCKZTQDKB//s7OwwduxYAOW95mwbBC8vL2zfvh1OTk50dkmUGZMG6bBzdTqt1wRcJNTlgWslTuSD8+uvvyI8PByPHz/GrVu38PLlS3h5eTFm2kg20SEhIfDz86vSViYte/jhwwdkZmZizJgxGDFiBCdJVpLqIteZhlu3buHKlSu4cuUKUlNTMWrUKIwdO1YmH5SoqChs2bKlSjsC0/xY5ZlCX19frFy5kvVmTGLMmZiYSJsVijhz5gyjXGzFtgxNTc0aTVZwGXYWVXQrtw3PmzcPq1evFqt4S4KLXLGI+fPnw8zMjA5W7t+/z6gEBZAlo4Dy5EhAQIBYJp9t5oIEf39/zi3UXPH09IStrS2GDh2KoKAgFBcX48qVK0hPT4dAIMDJkyer7Vginj9/jvDwcE5r/v33X5w9e5b+2dXVVWols64iz3zMn3/+iXPnziE4OBhZWVlYuHAhbGxsYGVlJXUNqcpf8+bNERYWhnHjxkFFRQURERGsc9jt2rXD0aNH0bt3b+zatQt8Pp/12lm5k8PGxkamTo6arhR26tQJjx8/xpAhQzBhwgS0b9+e03qSWd1hw4YhODgY+vr6Yn8rJmETJUoqo/AgiWQ2AQAEAgEiIiIQFxcHHo+HKVOmVDElq8zp06excuVKscf27t3L6HNx9epVHD9+HAUFBSgrK6PV7dioTqf1moCLhLo8cK3EvXr1it4IX79+nRZi0NbWZr3JkWyi9+zZw0lCODQ0FKmpqbh48SL27duHVq1aYdy4cRg+fDjrMDNJdZHrTEOzZs0wdepUTJ06Fbm5uYiMjISrqytKSkowevRoxo2ql5cXPDw80LlzZ5nbESTNFC5fvpx1plCSP5U05PHUUGSygsuwswjSSg3AXa7YxMQEenp6SExMBI/Hg0AgYK02ck1Giapn2dnZGDduHMaNG0f/W15eHuuGJDQ0FK9evYK9vT0uXrzIOmRO0kLNlQ8fPtCZ76ioKIwZMwY8Hg8dO3ZEfn5+tR5LRPfu3fHq1SvOg+0fPnxAq1atAJSbZUozAa5uvzwSmfOaQJ75mKCgIHq+p23btggJCYGFhQVjkETaou7j44N169ZhzZo1UFNTQ//+/VkTeh4eHrh27RoGDBiAoUOHIjg4mNV3kWsnh6enJ9zc3KRKiLMFf6mpqXjx4gWGDBmCt2/fSlWeFFlNXL9+HcePH0d2djaGDx+OcePGsSaIALJZXVECYdeuXfRjsohIKVFSEYUHSSSzCSLGjh1L37yZkMcMUOQiLUsLTEUUqUpGAhcJdXkgrcQBQGxsrFg7QUFBgcTnybOJJpEQ7tChA+bNm4d58+YhNTUVly5dor2+mC7ciq4uNm3aFEOGDEFhYSHOnDmDY8eOMQZJLVu2xODBgzkdg3SmkAvyeGooMlnBZdhZBGmlhlSuWENDQ6ZrpgiuySiBQIC9e/fS6pai9hlZVC29vb2Rl5eH+/fvw87ODuHh4Xj06BHc3NykruHaQk0ixy8KukpLSxEXFwdbW1v655oKklJSUmBsbIzWrVujfv36MrUhLVmyBJaWlnT7X0JCglQhB3lVWK9fv46EhATMnz8f1tbW+PTpE5YuXVoj1UIuNG7cGHp6ehIFioRCIePayt87WRIdurq6iImJQWxsLEpLS6Gjo4MRI0awrmvbti327NnD+ryKfP78GTo6Onj79i1Gjx6NMWPGsAamXDs5RPdKkuAvNDQUR44cwZcvX+jWZkdHR6kGuQ0bNsSECRMwYcIEFBYW4tq1a3SXT1BQEOOxSPzHvoWYlJK6h8KDJJLZBK7IYwbIxUW6Is2bN4exsTH8/f2RlZWF69evc54RqUlIJNRJ4Co73LlzZ/z1118oKCigTeJKS0uxf/9+MVGGisizieYqIVyR/Px8JCUl4cGDB8jKykKPHj0Yn6+oDfvbt28RERGBiIgIFBcXY/To0fDz82PNpP76668QCATQ19cXq+YyyXmTzhRygclTg009jlRimwQuw84iSNqGgapyxYMGDZJJrpgEWZNRQHllHiDbkNy5cwehoaGYPHky1NXVsW/fPlYJ9Yot1BRFsbZQk8jx9+vXD76+vigsLESLFi0wYMAAfPz4Edu3b+ecVJCVyhVxWRg5ciT69u2LBw8eQCgUYtWqVVLbbOVtp/L398fGjRsRFhaGnj17wsPDAzNnzvzmQZKkIF0EW5A+depUWFpaYvjw4VBRUcGNGzeqSKpX5sCBA7hy5QomTpwIiqKwe/du/Pvvv1i0aFG1vSYRixYtwtOnT9GtWzcA5S3zrVq1gqqqKjw8PDBkyJAqa7h2cvTq1QtA+fckJSUFXbt2xcWLF/HkyRNWD6IjR44gICAA06ZNQ8uWLXH27FnMnDlTapAk4vXr1/T9isfjsXYEAWT+Y9nZ2fD29hYTNnFzc6Mrr0qUyILCgySS2QSuiMwAx44dy7kiJIungCRcXFzA5/NhZGQEFRUVxMfHIzExkXUGSlGQSKiTwFV22MPDA/7+/vj48SN27twJPp8Pd3d3vHr1SmqVRrSJNjY2FqvUyAJXCeG8vDxcvXoVERERePHiBYYNG4ZZs2ZhwIABrJlHRVQXp0yZgqysLIwaNQrLly8XCypEQ8nSyM/PB4/Hw507d8QeZwqSSGcKAe7qbK9fv4ZAIEBBQQHtE/LlyxepJqCAYiW2SYadSdqGgfIs7JIlS+Dk5IS0tDSkpqbKpLQmFArB4/EgFArx9etXTjN1XCCZVVNVVYVQKKS/R58/f2ZtAaYoCu3bt8fKlSuRkZGBoKAgiYarIpiqytJwdXXFkSNHIBQK6U3Y0aNHUVRUJFEIQB6io6NhYGAgdSaSrRWpZcuWGD58OOtx5FHBBMrbtbt164ZNmzZh6tSp+OGHH2qFHL88QbqtrS10dHQQHx8PHo8HT09POmiQxrlz53Dq1Ck6KWJlZQVzc/MaCZI0NDTg5eWFnj17AiifW9u8eTPc3d1hb28vMUgi7eQQCATo0KEDjIyM4O/vD3Nzc6xcuZKxjZrH44ldT5o1ayb1u/js2TNEREQgMjISDRs2xJgxY7Bjxw60adOG9dwAMv8xV1dXDBw4EO7u7qAoCsHBwXBxcWH9LihRUhEVqrobumsBVlZWCAwMrCJbLKtcMQkmJia03K6ISZMmMXqLKBITExMcPXqUnmvIzs7G7NmzxQZ/qwNjY2OEhYXR73tZWRlMTU2rvDciLl++jMGDB8ukIChi8eLF2L59u1RZZa4GuRkZGVIrPL169cKPP/6I0aNHo2/fvlWOxxRQlJWV4fr16zAyMqKri2ZmZtUqR2pkZCT2c0VDX5L+65KSEqipqTE+59OnT8jKysKXL1/QuHFjVsVIgEydzcTEBG5ubjh06BDmzZuHGzduIDc3V2JVV1GmyfIizbeEzWdl165dePHiBRwdHTFt2jR07doV7du3Z6wmVU6MVJTzrm4WLlxIz6qFhIRg7969SExMZNxknTlzBmFhYXj27BlMTU1x6dIl2NnZMc6E2Nvbo1evXnBwcMCXL19w5MgRPHnyBNu3b5f4fDaTY0mfi8OHD8PQ0JCoJZwr27Ztw5IlS6RKc1eXp0uvXr0YVTDZZgYXL16M+vXr4+7du7h06RI2bNiA7Oxsqe+7oklOTkZgYCDy8vLEHmdS+gsNDZX4OJOi4MSJE3H27Fl69uvr168wNzfH+fPnGc+P5F4wceLEKmIepqamOHv2LMzMzCRKcL948QJaWlqcZ6pF+xfRLJOdnR2mTJnC6Mm0YcMGqKurIzw8HKtXr0ZQUBA0NDQkJhK6d++O1q1bY9SoUdDQ0Kjyuquzk0jE5MmTq/yNJe3TlChhQuGVJEUQGBgIQH7ZYi7weDykpqbS8y5paWlSh2i/BaSzECRwkR3+8OEDnJ2dUVRUhH79+sHQ0BB9+vRhXCOaWSAxyj116hT8/f1RWFhIVyc0NTWlBhOi9p8vX77g1q1bVf6daROmiOritm3bWLOf0rh+/To9UCt6L/Lz8yW+ThFHjx5FWFgYgoOD8fbtW8ybN49VEQogU2dr0KABdHV1kZCQgM+fP2PZsmVSFRnlldgmISkpCYcOHaLfv7KyMqSlpSEiIkLqGlHmW3Se//77LwYMGMAaJF24cAHBwcE4dOgQTExMsHLlSta2Fi4iEfIO9pPMqpmZmUFbW5ue79ixYwe6d+/OuObt27f0bIe6ujocHBwYN7UkqlqdOnVCYGAgnjx5gvbt28PQ0BD6+voyyylzQVRhr2mDS3lUMIHyYCMqKgorVqxAgwYNMHDgQJkqoIpi6dKlmD59ukwiACISExPp/19aWoo7d+5AR0eH8fM0fvx42Nra0veFsLAwmd4HkntB9+7dsWrVKvp7dPHiRfz666+Ijo6WKhq0cuVKCIVCTJgwAcbGxjIHSTweD69fv8aVK1dw4MABpKens1YKV65ciVOnTqFbt24IDAzEoEGDpLZfVgzCFVWB5PP5ePr0Kbp27QoAePLkSbW3hiup+9SeXXwNkJGRgbCwsCrZJTYZXBIEAgFmzJhBX6QzMjJqlbMz6SwEV7jKDs+YMQMzZsxASUkJ7t27h7///hv+/v5o0aIF9PX1YWlpWWWNKBPavHlz3Lhxo8rfl2nDfuTIEQQHB2Pz5s1YunQpYmJiEBMTI/X5Xbp0wZAhQ4iyyo8ePaKzVs2bN4e3t3e1ixyEh4dj48aNaNWqFQwNDWFgYCBzz/WmTZskVmqYOHXqFGdFKBFc1dkaNWqEf/75B126dEFUVBT69+9fRbpdhLwS2ySsWbMGs2bNQkhICGxsbHD16lXW11U5sH/37p1MAioqKipo0KABIiMjsWrVKpSUlEgVNhHBJTEi72A/yaxaTk4OMjMzMWPGDOzfvx8HDx7EggUL8MsvvzAeJyEhgb6+JCYmMqpMkqhqDR8+nG5hS0tLw61bt7BmzRrk5eWhT58+WLZsGePrIuHatWvYtWsXsrOzZZbjz8vLE/PEESGpKiSPCiZQ3irbsGFDaGpq4sCBA3jy5Al69uzJ+LdSJC1atMD//vc/TmvWrl0r9vPnz59ZK2oODg7o1asX7ty5g7KyMtja2lap5kuC5F7g4+ODgIAA/Pnnn+DxeBg0aBCsrKxw+/ZtqX5JwcHBSEtLw6VLl7B06VKoqalh4sSJmD59OuvrcnR0hJmZGbS0tGBiYoKlS5cyruHxeBg1ahSsra1x7949vHjxAqWlpRI7EbKzs+kZ0Zpq+a2Mi4sL7O3t6f1CZmamzCJSSpSI+CZBEtfZBFLs7OwwaNAgzhskWWUtK6Kvr4/IyEg8ffoUfD4fnTp1qhUSqSJIZyG4QiI7DJQPZurp6dGmj58+fWKsaADAb7/9hhYtWoj9fdla2dTV1dGuXTt069YNT58+haWlJeNQ8y+//EKcVVZEdVEkcZ+ZmYlbt27Bx8cHHz58QM+ePemgSRpcKjUiSBShADJ1ttWrVyMwMBDOzs44c+YMjIyMYG9vz7hGHoltrqiqqsLMzAxpaWlo3LgxvL29WYUHKqOhoYGUlBTW540ZMwbDhg1Dhw4doKOjAwsLC1ZPHC6JEXkH+yXNqrGZmjo5OWHIkCEoLS3FhQsXYGtrC3d3dxw7dkzqmnXr1mHFihXIzc2FiooKmjVrxmqwKY+qVvv27WFtbQ1ra2sIhUKx6kN1IvJ8q2gmy8bSpUvx448/ck7gcFXBBP7vb1VSUoLz589jzpw5rH8rRWJjYwOBQABdXV2xayxTVUgSaWlpEh9/9uwZunTpgqSkJLRo0QLjx4+n/y0pKYm10kpyL5g9ezaOHz+OWbNmiT3Oltxs3749zM3Noa6uTsucswVJo0aNErtGytKS5uHhgdLSUsyaNQvLli3DkCFDEBUVJVGExNraGrdu3UJAQADKysowcOBAGBoa4tdff2U9Din9+/dHREQEZ7sZJUoqovAgidQ5noQGDRrAxcWF0xquspYVqVevHnHrkyLgololD1xlhyXRsmVLmJqaMj6nqKgIO3fu5PR7mzdvjoiICPTo0QNnzpxBu3btpFYnAPmyyoqsLmpoaMDc3Bzm5uagKAoPHjygh8KlwaVSI0KSIpQsMtgk6mxdunShJY1l/Tsrsq20QYMGePfuHbS0tJCQkAA9PT1W9b2KfiQUReH169cYNGgQ67EWL14MW1tbun1m69atrK1jXBIj8s50aWtrc/a/+/DhA2bPng13d3eYm5tj0qRJOHLkCOOa7t27IywsDNnZ2VBTU5O5nQggU9WqCI/Hg46ODqc1stKkSROZPgcVycrKYjTbrgypCiYg/reaMmWKTH8rRRIQEID69evTYipAeQKHrXWu4uxsdnY2bGxsJD736NGj8PLykliJkKXSKulesGHDBsY1otfTs2dPmT0NAwICcOnSJXz48AHjx4/Hpk2bGKvb8sz33r17F2FhYdi8eTMsLCywePFiqeqAXbp0QZcuXWBra4vi4mLExcXh7Nmz2LBhA1q3bo0//vhDptcnCyIvTGny/zVhfaKk7qJw4YYpU6Zg//79mDNnDm0kuGTJkhoZpjt58iQyMjKqZJeY+v8nT55My1qGhoYiKysLM2fOrDWD33UNeVSXdu3aBU1NTejq6oqp6rRt21bqmoyMDJw7dw52dnbYsGED7ty5Azs7O9YKSmWEQiHu379Pt/1I4+vXrzVaXfz8+TN2796NjIwMjB49WszM08PDg/GG8OzZM7pSs3TpUsTFxWHBggWsMvkPHjygFaEGDBggU2IgICAA48aNk6kCJ8+N28/PD0+fPhWrnnTp0oVIHYmNu3fv4s8//4Sfnx+mT5+O9+/fw9jYmDExExcXR/9/USVElkrAmzdvEBgYWGX+SZIHSsWstyQkZb3T09MZj89WjScZnJ8yZQqcnJywYsUKBAUF4d27d/Dy8pI6UE+CJFWtsWPHMqpqkXgrkSL6LF++fBkqKioYMWKE2L2KaeZx7dq1GDNmDAYNGsRafaqogjl27NgqG2c2019F/K3kQdKQPhsVP/MqKipo0qQJa9CdmJgoptALgDUZJYLrvcDAwACfPn2Cqqoq/ZlgE57asGEDjI2NZTYHzszMhIaGBuLj4yXeN5m+95MmTUJgYCDMzc3h5+eHn3/+GVZWVozXZ0leR+/evZNZ5U4Wrl69CiMjI4nCFmyBsxIllfkm7XZcZxNIiY2NxbNnz6pkl5iCJC6ylsD/ZS0q9sn/Fzl9+jTMzc3FWgpkIT8/H0ePHoWtra3M2TIReXl5OHz4sNjwsTQDRk9PT7onWhR4yVJlTE5OhqurK96/f4/Ro0dj+fLlaNSoEXg8Hry9vREcHMy4vqari87OzujWrRvGjBmD/fv3Izo6mh4GlnYzrajexbVSAwC9e/eW6mEljdTUVFhbW6Njx44wNjbGqFGjpLbZyiPMoYi2UpEio46ODl1ZOH36NHJzc9G0aVPGtf369UN0dDRycnIAlG/UHj16xHrjFggEMDQ0RExMDCZPnoyrV6+iY8eOEp9LkvUWbYaKi4uxf/9+pKamws3NDYcPH5bJaJJkcN7V1RUHDx6Eo6Mj2rVrBw8PD6xZs0bm9bJgYmIipqolahcTISkJ06tXL3h7e9MiBTVJVFQUAND3nMrzkUxB0tWrVxEQECDTJjo7O5tWu/z77785q2C6ubnhwIEDNfq3kgd9fX0EBQVh6NChYjMxTMFf48aNZZ7pioyMxNevX7Fp0yYsX76cfr5QKMT27dtx+fJliceQp6rBZHVQGdE9r2/fvkhLS6vSNijtcyRqhXdzc8OlS5dkPh5QPk88atQoGBoaonfv3hg3bhxtvFyZ2NhYCAQCFBcXo0+fPvDy8qKPvXDhQokBDSmiGbFXr15VmYdet26dMkhSwgmFB0mkzvEkPHv2rIqEJhsDBgzAtm3bUFhYiJs3byIoKIgxqDpx4gQGDBgAV1dXib3xsmZ0vnd27NgBfX19LFy4EEePHkXlAqW0m5WjoyOysrKgpqaGBQsWcDrmtWvXEB0dLVOfMWlPtIeHB5YvX45u3bph27ZtsLGxwZ9//gl1dXWUlpZyOt+aID09nQ5whg8fjkWLFsHLywuurq5V/gYiFKneJUIgEEAgECApKQkRERE4cOAAfvnlF2zdurXKc+/evcv4u5g24g4ODjA1NYWzszOrlDkp0hQZ2QIkoNzv4+PHj2KzJ7JkN79+/QoHBweUlJSgR48esLa2lurpJvLi+v333yVmvZlwd3dHhw4d8OjRI/B4PLx79w4rV67Eli1bGNeRDM7369cPO3bsoH/ev38/MjIyGNfcv3+/ikEsUyafRFVr6tSpePv2LVJSUqRKc1cXovZboVCIGzduVJGIZuLGjRsyH0ceFUygfPPt6+uL1NRUUBSFLVu21NgsMQmRkZEoLS2llQ8BdjNZLjNdnz59wv379/HlyxfcvHmTfpzH4zEKHIh+tyRTY7bqX3FxMfbs2SNmhurg4CDxfRcF29Jgk8LX0tLCgQMH0Lt3b7EkMdP+xcrKSkywJzQ0VGpSwc/PD0ePHsVPP/2EQ4cOYcaMGTh27Bg0NTWl3qdI8fDwQHp6OhITE/H48WP6caFQiA8fPlTrsZTUfRTebldQUIDdu3fj9u3bEAqFGDRoEBwcHDj1lsuKi4sLJk6cKFMpXIRQKMSpU6fo89PT08O0adOkbrgCAwNx4cIFJCUlVbkJydKrXFfYunUrwsLC8P79+ypCDWw3q4KCAkRHR2P06NGcjrl48WI4OjrK1FNfEVFP9K1bt/Do0SPGnujKbRxbtmxBXFwcjhw5AktLS4ktHoqsLpqbm2Pbtm30fEpBQQFsbW2hp6eHGzdusPpgieasbt++jdzcXPTt21finFVUVBSGDBmCr1+/Eg+/FhcX4+bNm7h48SKePn2KIUOG0MITFRFtTN+8eYPU1FQMHToUqqqquHXrFrS0tBhbNOPj43Hu3DnExsbCwMAApqamVQKF6kKkyHjr1i38888/jIqMIiR5n8iCtbU1Dh48iCtXriArKwtz5szB+PHjcfHixSrPJc16A6D9Vyp+7o2NjVl9YC5cuIDr169zGpyXJMevoaEh0Ri04mtycnKiHxdJh0t7TRUryFxUtUpLS/Hw4UOJm9uawNnZGXw+H15eXsjOzoafnx/U1NQY5/a4bKJ9fX3x77//EqlgAuXffy8vL4XMEisKkecQF+7cuQM9PT0UFhZCVVVV5vZpf39/iVUNJnPiVatWQV1dnZ6HDg4ORnZ2NqsgSm5uLh48eAChUIjevXuLde5IQ9IsFtv+hYsFQuX3OjAwEH/++SeOHz8OW1vbaq0kpaWlIT09HT4+PmJJDh6PBy0tLdqeRIkSWVB4kMRlNkFejIyM8PbtW/D5fPB4PJnMZP/44w8YGxuz+nVUZt++fTK1pdR1RFUMRTB16lQ8fvwYbdq0gZqaGv33ZZsfE6krdu3aFQUFBcjPz5dqJjt79mxMnToVo0aNom+I7u7ueP36Nd69eydxczZs2DBs2rRJIdXFmJgYuLi4YOXKlfQ8Ul5eHhwdHRETEyOWSZOGqE2spKQE//zzj8Th9DFjxiAiIgLm5uZEN7Rly5YhMTERQ4YMwcSJE6Gnp8eaSbWxscGOHTvoCs3nz59hb2+P48ePsx7v69evuHjxIvz9/VG/fn1MnjwZs2bNqpFkjAiRIiOT4IiTkxMcHBw4txlfvnwZgYGB8Pf3h5WVFRo2bIiOHTtKrPAEBgbi/v37dG++CB6Ph8GDBzOq4k2dOhV//vknpk+fjjNnziA9PR0LFixgNcW2sbFB/fr1qyhNMrUTTZw4Efv27asix7958+Zqe03Pnj3DrVu3EBsbqzBVLRJIzMhJNtEiFczo6GiZVTABxc4SKwouM10ikpOTsXr1aqSnp4OiKHTp0gXr16/HTz/9JPH5FasaFZM1oqoG0/snKYhjS7JER0dj9erV6N27N8rKynD//n2sW7cOI0eOlOn1cQn+zMzMqlggNG7cWOL9f9GiRdDW1oaFhQXdVbJnzx6Eh4fjy5cvuHbtmkznx5WCggIUFRXRSZi0tDT079+/Ro6lpI5CKRhfX19qzJgx1Ny5c6nQ0FDqy5cvij4FRo4dO0bNnDmTMjY2pnbu3Em9fv1apnWfPn2iVqxYQRkaGlKDBw+mFi9eTGVmZtbw2dY+CgsLqS1btlBWVlaUhYUF5ePjw/o3Dg4OpiIjIymKoqjp06dT48ePp4yNjak3b94wrktLS5P4HxM3btygxowZQ40YMYLKzMyk9PT0qOvXr0t9fnp6OrV48WLq4sWLYo/v2rWL6tu3r8Q1J0+epGbNmkX17duXmjlzpth/NjY2jOdHQllZGVVYWFjl8cTERMZ1SUlJ1NixY6lhw4ZRGRkZlJGREfXPP/9IfO7KlSupXr16Ud27d6d69+4t9p+2tjbrOV65coX6+vWrTK9HxJgxY6ji4mL658LCQmrMmDGMa4qLi6kLFy5QCxcupEaOHEn98ccf1KNHj6j9+/dT1tbWnI7Pxps3bygbGxtq9OjRVGZmJjVz5kwqJSWFcY25uTnVs2dPysjIiBo/fjw1btw4avz48TIdr6ysjKIoisrPz6cePXpE/yyN2NhYiqLK3xNJnw9JXL9+nbKwsKB0dXUpR0dHysDAgLpy5QrrOlNTU5l+f0UsLS0piqKoffv20d9/Y2NjxjUHDhzgfBwRRUVF1M2bN6kNGzZQM2bMoJycnCQ+r6SkhNq6dSsVEhJCURRFjRgxgurduzfVt29f6vHjx8THZ8LU1FTsepeamkqZmZkxrpk0aVKVxyZMmCDzMcvKyqh//vmH2rVrF+tzzc3N6fMUwfa3qu0MHTqU6tatG/Xrr79S2traMl3LzMzMqBs3btA///3335SVlZXU56emplKxsbHU5MmTqTt37tD/3b17l8rOzmY81qRJk8T2EBkZGRL/5pXPr+I9MDU1lTIxMWFcQ1EU9fjxY8rc3JzS09OjdHV1qRkzZrDufUSfiW3btlHR0dGUUCiU+vnLy8ujfHx8qKioKLHHz549S40dO5b1/EjYsWMHpaOjQ2lra1PDhg2jevToQZ+zEiWyovAgScQ///xD+fn5UcbGxtSSJUu+1WlI5cOHD9Tx48cpMzMzasqUKazPX7hwIXX48GHq8+fPVF5eHnXo0CFq7ty5CjjT2oWzszPl5eVFPX78mHr8+DHl6elJ/f7771Kfv2/fPmr27NnUq1evKIoqv/GmpaVRf/31F7Vq1apqPz9zc3Pq06dP9M3+5cuXxDf70tJSxn/fu3cv0e/lSkxMDBUfH09RFEU5OTlRc+fOpebPn099/PiRcZ2VlRX16tUr+r2Ii4tj3ZgtXryY07nt2bOHoiiKcnd3p9asWVPlPyZ2795NmZqaUps3b6b8/f0pY2Nj6vDhw4xr9PX1qeXLl1O3bt0SCyLKysqoefPmcTp3Nv73v/9Rd+7cod+/M2fOsAZiJIE9RZUHZH5+ftSqVasoZ2dn+j+2NdOmTaP09PSogQMHUmZmZtTz589Zj/Xp0yfq2rVr1MWLF6n379+zPp+iypNfgYGB1Lt376iPHz/S/zExf/586tKlS1RUVBT1+++/U48fP6ZGjRrFuIb0u1pUVFTlsbdv30p8rp+fH7V8+XIqKyuLoqj/CwwiIyOppUuXEh2fjejoaGrIkCGUtbU1ZW1tTY0YMYIOcqXBZROdl5dH+fr6Ur///nuVhA/b95CiKEogEFDBwcGUsbEx9fz5c8rT05NatmwZ+wurYUTXl7t37yrkeJKuj5MnT5Zp7cuXL6nAwEDq+PHjVHJyMuvzIyMjqeHDh1O///479fvvv1PDhg1jTVhI+n7I8p3hGvxRVHlC8+3bt1R4eDi1bds2qrS0lBo9ejTrsSiKorKysqiPHz9Snz59kun5JEyYMIH68uUL5ezsTKWkpFBRUVHUb7/9VmPHU1I3+SbqdsXFxcjIyMC7d+9AURSjZPO34N27d4iIiMClS5dQr149meShKw7QA4CtrS1Onz5dk6dZK/n333/FWgRcXV0Z23tCQkIQHBxMt0HxeDy0a9cO06ZNqzFPJy7qiqWlpdi1axdt0GdkZISPHz+Cx+MhICCAsS3TwsICAoFAbGbAzc2N0ywAG6dPn8aff/5Ju8c/fvwYa9asQVRUFPbs2YPVq1dLXVtSUoKff/6Z/nngwIGsYhRbt25FcHAw/ZoGDhwIa2trqQqQ8gwu29vbw9DQEPHx8aAoCj4+PujZsyfjGpGynYGBgdgAvIqKCvbu3cu4lit5eXnQ1dWlf548ebJESe6KcDW2FuHg4ICRI0fCwMBA5tYgNzc32Nra0rN+ly9fhru7O2O74oULF7B3716cPXsWb968wbRp0+Di4sJqxksyOL927Vpajv/mzZsQCARYsmQJ43GaNWsGExMT9OzZU2xIXFpbH4mq1pUrVxAeHl5lDtXIyAjr169nPD9Sfv755ypm5K9fv2Zcs2TJElhaWtLtQwkJCVJbnUlUMCtS0eds+fLl0NPTY/U5UwSKFk7q378/vLy8YGFhAT6fj/DwcHTo0IGW25d2vHPnzmHnzp0YMWIEysrKcPDgQcyfP59xfnHkyJHo27cvPV+0atUqMSVXSXTp0gWbNm0Sa8Hs3LmzTK9t6NCh9P83MjLC9u3bGZ+/bNkyeHt7w8/PDwcOHEBAQIDUe31+fj7WrVuHHj16YPbs2TA1NQWfz0deXh52797NKI5FSuPGjdGoUSN069YNycnJGDt2LKvxtBIllVF4kFRxNsHS0lKm2QSukMpRA4ClpSUKCwsxYcIEbNy4Ueb1fD4fT58+RdeuXQEAT548+c+6O3/48IEOBDIzMxmdxSsbQooU7ng8nlT1JHlEBLiqK27evBmZmZn0YGuTJk1w9epV/P3339izZw+j6pebmxsGDhwId3d3UBSF4OBguLi4sHpDceHQoUM4dOgQvfFTU1ODrq4utLW1MWnSJMYgSVNTE7GxsVBRUUFxcTFOnDghdTZLhJ+fH9LS0jB58mRQFIXQ0FC8fPmSlu2ujLxyrM+fP0dOTg7mz5+PS5cusQZJXl5e4PP5MDIygoqKCuLj45GYmEhvCKuTpk2b4tWrV/T16/Lly2jcuHG1HwcoDzjYAojKZGdni4mhjBkzRkxNThK7d+/G0aNHAQAdO3ZESEgIZs+ezRokMYlBSENTU5OTHD8AqYp+0iBR1apfv75YgCSSuhZ56VQnDx48AEVREAgE9Abu69evePToEVatWiVxCF4El000iQpmRSiKQuvWrRESEoKMjAwEBQUxWmMoioULF2L79u3IyMioInlfE8JJT548AYAqwfLGjRsZj3fw4EEEBQXR85ULFy7EjBkzGIOk4uJinDx5Eq9fv4abmxuOHDmCefPmMc4LeXl5Yfv27XByckJZWRkGDRok07WPJPjjYoHg7e2NVq1aYdasWQDKE5WhoaG4e/cu9u/fXyNBUrt27XD06FH07t0bu3btAp/PR3FxcbUfR0ndRuFB0sSJE2nlnpqCVI4aKN+4cRVtAMpv8vb29vRmNTMzs1pdpL8XuGQ3gfIb2ZcvX+hASVQ9+vz5s9TPiKenJyIiImBlZcVZRKBiRtTJyQmDBg1izIjKk1VWVHWxopqgKIPYoEED1uFbT09PrF+/Hu/fv8fQoUOhq6tLy0dLIzo6GmfPnqUDgxEjRjBWWuWRY/X29kZeXh7u378POzs7hIeH49GjR1IDMgB49OgRPQzdvHlzeHt7Y9KkSYzHIcXDwwMuLi54/vw59PX10bp1a4neRAB5YP/p0ycAQM+ePREQEAAjIyOxpAObD4zouABw8+ZN1iCutLRUTFSnadOmKCsrk/l8uRAYGIgtW7agoKBA7HGmyoaZmZnEYWxpCIVCulo8d+5cNG7cGHPmzMHx48elJufq1auHjx8/0gGHaOA+IyOj2n2Trl27hvj4+CqbfD6fL3UDfebMGZiZmVVJtrx8+RKAZO8nVVVVpKWloX379qhfvz62bdsGW1tb+Pv7yxQkOTk50eqtjRo1goqKCgQCAWu1oaYRyVBzEU6SJ4n6119/kZwmhEKhWADRtGlTVl9AkRz/v//+Cz6fL5Mc/9mzZzFv3jyJqqFMkAR/InW77Oxssc+QpOfeuXMHV65cqfK4jo4O53OVFQ8PD1y7dg0DBgzA0KFDERwcXK1G0Er+GygsSBLJIkdFReHWrVtV/r06P7ympqaYOXMm3r9/DwsLC7F/k9YC4unpCTc3N/zxxx8Sb55s2f/+/fsjIiICKSkpEAqF+OWXX/6TlSSuLQJTp07FypUr4evrSwdK+fn5cHFxkbpJ6N+/P7S1tVFaWlolw8WmXtiwYUMsWbIETk5OSEtLQ2pqKqPfhzxZZUVUF8vKysQ23qKKV3FxMWMFDyjfYPv7+wMoVwH68OEDayWprKwMBQUF9HtWWFjIeJy5c+fScqwVN28iOVYm7ty5g9DQUEyePBnq6urYt28fTExMGNfweDyxzU9aWhrr+0DKTz/9hOPHj6OgoABlZWVQU1OTGpiSBvZTp06FiooKKIpCTEyM2HVIlnY2gUAAFxcXUBQFDQ0N1naTESNGwM7Ojk5WREZG1pjM8759+xAUFMRpo7pz504cOXIEX79+RfPmzZGZmYkePXogJCRE4vPbt2+PvXv30qpaVlZWyM7Oho2NDb58+SJxzezZs7F48WKsX78ev/zyCwDg9evXWLVqFebMmcP9hTIgqg6GhYWxfrZFiLLhXLLiK1asgI2NDa2C2bBhQ+zfvx+Ojo54+vQp6/q3b9/SrZTq6upwcHCoVaacXFqbSZKoov3B3LlzifYHOjo6cHJyoiuhp0+fZrWHePr0KXx9fREZGYkffvgBGzZsYG3952LaXRGS4E8gEMDOzk7M800ale97FZOH1V2dFSWWAMDAwACfPn2CsbGxTGMTSpRURmFBkjyzCVxZunQpli5dykmOWmTcJ4+Mt5qaWo0Z435PtGzZEsOHD5fpuTY2Nvj8+TPGjBlDz2ukp6dj1qxZUoMkHx8f+Pj4YMmSJdi2bRunc9u1axdevHgBR0dHTJs2DV27dsXFixelVpPkySororo4YcIErF+/HmvWrKEzkxRFwdfXl5YEl8apU6eQmJiI33//HVOmTEHDhg0xfvx4xrauWbNmwcrKipaUvXLlCt1CIYnGjRtDT08PBw4cqPJvQqGQ8fxUVVUhFArp68Pnz59Zs68CgQAzZsygP0sZGRm0YWd1c/36dSQkJGD+/PmwtrbGp0+fsHTpUlhbW1d5LmlgL8kzSFa0tLQQEhJCB3GyyJ8LBAJ6rovH42HKlCkYM2aM1OfL4wn2448/0v5esiLyY/Ly8oK9vT1SU1Nx5MgRqc/38fHBrl278PjxYxgaGgIon3Vr27Ytdu3aJXGNiYkJysrKsHDhQuTl5QEoDwwWLVrE+F6QIHr/7t69i4SEhCr/Lil5KPp8NWvWDDNnzqzy+yQxePBgXL16VSywatKkCQ4dOoT79++znmeDBg3E/saJiYnVXlWTBy6tzSRJVNH+wMbGhpPflgh3d3ecOHECgYGBKCsro/0XmeDz+SgsLKSvf2/fvpXp+ieraXdFoqOjcfToUfrzLuLkyZNS1zRs2JDuXGCjadOmSElJoWdgRdfnly9fVnuQVDGxVBm2xJISJZVRuE8SiakaKUVFRdi7d69MZnsinJ2d4ePjI/bYwoULpd5QlVQPX79+xYsXL1BWVgYtLS2ZbsAURSEkJERmEQGg3BgzODgYhw4dwufPn7Fy5UpMmTJFaiY6LCwMJ06ckJhVnj17NuumqaSkpEari6WlpVizZg1iYmLozXdSUhIMDAywdu1axpuqsbExjhw5grCwMLx58waurq6YOnUqa0tgcnIyEhISIBQKoaury9ieOn/+fOzdu5eeEap4uWG7YZ05cwZhYWF49uwZTE1NERERgblz54q5vEvi69evYgPwsho+cmXSpEnYuHEj7t27h8TERKxduxYzZ86U+lkCQBTYA8D79+/h7e1NBy+GhoYQCAQSjSLlzXpzgcQTTHT8hIQE5ObmYujQoWLVPkntYiKsra1x8uRJHDlyBG3atMHYsWNZ/YQqkp2djbKyMqioqMhkspmXl4eysrIaM6AU+T5Jqy6KNucV2bZtG7KyshARESEmbiMUChEXFyd1jik2NhZ8Ph86OjpYvnw5cnNzwePxsH79esa2TaBcEEYgECA3NxdAeSurr68vUWt6TVDZ9BuQ7D1VERJPP7bfKQ2Sfc+NGzewY8cOvHnzBvr6+oiPj4eHhwfrfKCspt0VMTIygouLS5WkhaS/r2hO6dixY2jVqhWMjIzEui0kfedv3boFb29vrFq1ip5jSkhIgI+PD9zc3MQEcJQoqU0orJIkz2wCKWvXroW6ujqdjQsODoa7u7tEs71ly5YhOTkZb9++pS8CovNThPHtf5169eqhR48enNZwFREAyjfmDRo0QGRkJFatWoWSkpIqMxEVkTerXNPVRT6fj/Xr1yMjIwMPHjxAWVkZBAKBTIqRfD4fP/74I65evQo7OzvweDwUFRWxruvevbvMmyNRZpukImJmZgZtbW3ExsaitLQU27Ztk+kzUq9ePXp+oibh8/no1q0bNm3ahKlTp+KHH37A169fGddwVQcU8fvvv8PExISeGThz5gxWrFiBgwcPVnludVTFZYVkcF5UzRD9jYRCIWtVUQTXYWx5VbWqO8tdGZGwSXx8PIYPHw59fX3Wit/w4cPx4sUL3LhxA3369KEf5/F4UtsB5VHBBIAePXogLCwM79+/h7q6eo2aMpNA0tq8fPlybN26lVMSVUtLC5cuXUKvXr3EKkrSgkx59j1NmjTB3r17kZSUhNLSUri4uLAqo5IKY7Vv3x4jR46U6bkVv+fv3r0T2y9J+84bGhrCw8MDe/bsgaOjIyiKQu/eveHu7l4jog1AedVP0uupbjEPJXUbhVWS0tLS6NmEVatW0Y+LZhNqIlPHxbH6y5cvyMnJqXJ+fD4fLVu2ZJ1rSE9Px7Fjx5CbmyuWLa+pVp/aSl5eHsLCwpCTkyP2Pjg4OFT7sSZNmiQmIiAUCmFsbIyLFy9KXbN9+3YEBwejQ4cO+Ouvv2BhYYERI0bIdH41nVVWNO7u7nj69Ck+f/6M0NBQLF68GBoaGjUi7ZuUlIR79+5h+vTpWLRoEZ4+fQo3NzfGrGhBQQFu3LhRpQWErZKkKBYvXoz69evj7t27uHTpEjZs2IDs7GzGYXZfX98qgb2mpiZjYA9IzpRLur5V5u7du3j27BmmTJmCxMRE6Onpyfz6uMBlcL4iOTk5+Oeff6Cqqop+/fqxbr4/f/6Ma9euYdKkSTh69ChiY2Mxa9YsDB48WOLzXV1d0axZM/z+++9QVVWl30eRqlZ1y8KTEhUVhejoaNy5cwdNmjTBsGHDMGzYMMa5vfz8/Cob+oyMDIlzhcbGxmIqmKL3oaioCJMmTWJVJ0xNTcXKlSvx8uVLlJWVoX379ti4cSPrXKGiuHfvHpYvX16ltVkkICSJVatWQV1dXUwuOzs7W2ISVYQoqK0IU0Vcnn3PhAkTcOHCBan/LgnRDCFXYazr16/j4MGD0NHREUvYyHJfLCwshKqqao1V7Emp2MJcUlKCv//+Gw0aNMDSpUu/4Vkp+d5QWJAkkoesOFRXEbZyPwmmpqY4cOCAmBy1nZ0d68bixYsXyM/PBwBaPYltqNbS0hL6+vro0qWLWPZiwoQJcr6K7wtbW1v8+OOPVaon0jZQ8sh5GxsbIzAwkN4ofPnyBdOmTWNth6iopidSfPqvkpycjJ9++gk//PAD7t69S7dCVDfm5uZwcnLChw8fEBERAQ8PDyxatAjBwcFS10ybNg0tWrQQ8xZSUVER22x8S75+/YqoqCj06tULmpqaCAsLw9ixYxk/xySBPVBeNdXQ0ICFhQV4PB7Cw8MRExOD1atXg6IoidfP/fv3IyYmBunp6QgMDISNjQ0mTJhAy+xXJ1lZWfDx8eHkCXb+/Hn4+Pigf//+KCsrw4MHD7B27VrGeUaubUujR48WU9WqGGyOHDmy1s0nZGdn48KFC9izZw8+ffqEf//9V+pzT506BX9/fxQWFtJKfxoaGhKrtsbGxjh//jz9819//UWLvMjSQjZ79mzMmDFDzHPr6NGjjJ5bioZrazOXJGpFPn36hJYtW6KoqAiZmZno2LGj1OfKs++ZP38+2rZti969e4u1nzPtKUiTtaampujbt28VHzemxEdycjJWr16N9PR0UBSFLl26YMOGDYzvx7fG3Nz8P+lfqYQchbXbCQQC7N27V+JQXU0N03GVowbK1ctiY2ORk5ODX375BcnJyejXrx9rkFRaWgpHR8fqOvXvlqysLBw+fFjm58sj581VRAAA3rx5g8DAQBQUFICiKJSVlSEtLY3VBJSE2l5dzM7Oxr1793Dr1i36vTh79iyjr0ZJSQmio6ORk5Mj9rgsSlcGBgZYsmQJxo8fD01NTZSUlDA+v6ioSEwFiYk1a9YwtorUhPSriooK+Hw+7t27B4qioKKigkOHDsHe3l7qGq7qgCIuXboEoGqriIWFhdTr5/nz5xESEgILCws0a9YMQUFBMDc3r5EgicQTbMeOHTh9+jSd/X///j3s7OwkBkmkbUvyqGopsiq+bt06JCYmgsfjQUdHBx4eHqwJiyNHjiA4OBibN2/G0qVLERMTg5iYGInPlUcFEyDz3FI0JK3NXDz9gPLv37lz5xAcHIysrCwsXLgQNjY2Uqvb8ux7WrRogaKiIsTHx4s9zhQkLVu2DPr6+pxMp4HyjhlRK6asuLi4wNHRkTahvXr1KgQCAaPYgyKp2AZIURSePXuGwsLCb3hGSr5HFCoBDsin1sQVEsfq+Ph4hIeHw9PTEzY2NigtLZWp/WjYsGEIDg6Gvr6+WNm5JipktZn+/fsjJiYGgwYNkukiLY+ct6WlJbS1tWkRAX9/f9ZZGYFAAENDQ8TExGDy5Mm4evUqY+ZLHk8N0huWonBycoKmpiYSExNhZGSEqKgo1pmf5cuX4+PHj2KyryoqKqxBUpMmTbB582bcvXsX69evx549e1jbFkePHo2QkBDo6uqKtYBImreSpJpZ0zg5OSE3NxcpKSnQ0dFBXFwc63mQBPYA2XWTx+OBz+fTfydVVdUaMwAl8QRr0qSJ2Lxnq1atpGb/SaXk5VHVWrp0qcSqeE1QXFwMHo+HNm3aoE2bNmjdujXr+amrq6Ndu3bo1q0bnj59CktLS6lSzvKoYAJknlu1HZIkalBQEC3M0rZtWzoJIS1IkmffQ5JMI03WDhw4EP7+/hg6dKjYd1CSCENFRAESUN6K+K19sypScXZKRUUFzZo1g6+v7zc8IyXfIwo3kyWZTZAHLnLUQPmNm8/no3PnzkhOToaxsTHdeseEqGxfUQXvvyg3efXqVQQEBEBVVZXOyjEFO/LIeQPcRASA8hYpBwcHlJSUoEePHrC2tqa9KyQhjzFxba8ufvr0CYcOHYKfnx/GjBkDe3v7KpLClXn+/DlrO4okNm/ejLCwMBw6dAiNGzeGqqoqNm/ezLgmLy8Phw8fFktsqKioSOzT/xazES9fvsT58+fh5eUFMzMzODk5sVYZSAJ7gKwCOnbsWDg7OyM3NxcBAQE4c+aMTBtiEkgG57W0tDBjxgwYGxuDx+Ph8uXLaNasGV19qhgMtW/fHu3bt8eZM2doSf7ExEQ8f/4cv/76q9RjLFy4EIsWLZKqqsUE16q4PIgEOd69e4dr167B0dERWVlZEmXBRTRv3hwRERHo0aMHzpw5g3bt2kkVXrG3t8eaNWswatSoKiqYTGqCItatW4cVK1bQ7Z2tWrWSapz8vUCSRK1srCxr8is5ORmBgYFV5iuZ5p9IIE3WPnr0CEC5tLsIaSIMIvr37w8vLy9YWFiAz+cjPDwcHTp0oCs4kgIsRXZXkBr/KlFSEYUHSR4eHnBycsKFCxfA5/MRFBSERYsW1ViQxJUePXrAz88PJiYmcHNzQ1ZWlkyO84qskNVmbty4QbSOVPWLK/Xq1UN+fj46deqEBw8eYODAgYzKWiSeGiJqe3WxQYMGEAqF6NSpE5KTk9G3b1/Wz3r37t3x6tUrdOrUidOxmjdvji5duuDixYsICwuDjo4OqwTztWvXEB0dLdOsGtOGje1mT4pork1LSwtPnjyBubk5SktLWddxDewB7hVQALR5d/PmzfHq1SvMnz+frmBVNySeYO3atUO7du3ojaNI5YpJrc7DwwOlpaWYNWsWli5diqFDhyIqKkpqgkUeVS2uVXF5iI+PR0xMDGJjY5GXl4fhw4eLZeklsXbtWpw7dw52dna4efMmBAKBVI8zeVQwgfLrOlfPLUVCuvnmmkSdOnUqLC0tMXz4cKioqODGjRuYOnUq67qlS5di+vTpVWZ+qhvSZK0ooPj69SvKyspksuB48uQJgP8L8EVs3LhR6jVXkd0VY8aMEbu3i5RtO3XqBIFAwLkzRMl/E4X7JIkG55YsWYJRo0Zh0qRJMqk0KYqSkhLcu3cPenp6+PvvvxETEwMLCwvWTU12dja8vb05DS7XRYqLi7Fnzx5OsqoAueoXVy5fvozAwED4+/vDysoKDRs2RMeOHbFlyxbGdSSeGlyVkBTNiRMncO3aNXh5ecHGxgZdu3bF58+fcfToUalrpkyZguTkZLRu3Rr169enZ3HYVJgOHDiAK1euYOLEiaAoCuHh4Rg2bBgWLVokdc3ixYvh6OhIVCXKycmpcRXCrVu3Ii0tDQ4ODliwYAGGDBmCu3fvMvokkSK6bm7evBmGhobo06cPzM3NxYbxJZGUlFQley0yVa1uqsMTTJo6mwhjY2OEhYVh8+bNUFNTw+LFi2FhYcEoAELKsGHDkJGRIXNVXB7s7e0xdOhQDBkypFZu3kj9gRSFIoWTHjx4gPj4eHp+rGfPnqxrpk2bhoCAAE7HuXz5chWbiTNnzkj0zpIXSeqFf/zxB+0NWF0oUjjB09MTHTt2pNULw8PDcf/+fYwcORJHjx5VVpqUyITCg6TZs2ejT58+OHXqFCIiInD8+HHExMQwbsxIIRm8rTwkqaKigvr166Njx45o2rSp1HWLFi3CwIEDYWFhQQ8u3759u1qNG78HSGRVATLVL1IRAdHGvqCgACkpKejRowdrVovEmPh7QKT09+7dOzx8+BAGBgZo2LCh1Oenp6dLfJwtQzpp0iScOnWKrqgVFRXB3NycMbiaOnUqHj9+jDZt2kBNTU2mgOzhw4dYvnw5ioqKEBQUhGnTpmHz5s2svfWkiOZdHj58iLt379KiFNWNtbU1Dh48iCtXriArKwtz5szB+PHjGb8fCxYswPv378WqBSoqKrVm4F6SOpumpiZjEmHSpEkIDAyEubk5/Pz88PPPP8PKyoqzVHJtIzs7G8nJyRg8eDAOHDiAJ0+eYMGCBRI3qdra2rQIgKT/rYkgzsbGBjk5OejZs6dYlaEmBFFIUNTmOycnB48fP8bgwYOxf/9+PH36VOrfqSIXLlzA9evXoaurKyYOIeledeLECeTn54spEALl7dshISGIjIyssmbv3r2YP3++1L8H29+JRL0wKSkJhw4dqtICLM3MGChPLLVr104h3RWSbBNEnxNJ/6ZEiSQU3m5HMptACsng7c6dO/Hw4UPadyMuLg5t2rRBfn4+Fi1aJHUDTjK4XBf5999/xaqCrq6umDhxIus6EtUvEhGB1NRUnDx5EtnZ2ZzaMrgYE4uo7dXFnJwcXLhwQey9ePLkCWMSoV27dmJtkTo6Opg2bRrrsYRCoVjrpKqqKj1ALg226p4kvLy86NYqDQ0N+Pj4wMPDo0a+iyUlJXj9+jXu378PAGjWrBndDse0hiSwnzNnDpYsWUJXQM+fP49u3boxrklNTWWtNH1LuKiziZgxYwZGjRoFQ0ND9O7dG+PGjZNqoEqKKFsvLcElywwPV5YvX44hQ4agpKQE58+fx5w5c+Du7o5jx45VeW5F1S5FwTS3WRsgaW0mSaI6OTlhyJAhKC0txYULF2Brayv171SRgIAA1K9fHw8ePKAfk3avatOmDR49eoSysjKx1lMejwcfHx+Jv1+0x6loLswFEvXCNWvWYNasWQgJCYGNjQ2uXr3K2oatyNntBg0aIDQ0lN5/REREoFGjRkhNTa0yW6xEiTQUHiSRzCaQQjJ4KxQKERYWhjZt2gAAPn78CIFAgGPHjmH69OlSNzMkg8t1Fa6yqgCZ6heJiICDgwNGjhzJuSeaJPhzdXXlLIusSBYuXIgOHTpwameT1BaZkpLC2oo4fvx42Nra0lL6Ik8hJkj690tKSmglM6B8zkWWOSESFi9eTM+3yRqkk6oDjhkzBqNHj4aKigpOnz5NV0CZGDx4MGJjY6Grq8sakH4LuKizibCyshJTEgsNDWWcnxBl2BMSEjBgwACZzku0MWWajapuPnz4gNmzZ8Pd3R1TpkzBpEmTcOTIEcY10vzCamII3szMDM+ePUNcXBx4PB4GDx6Mn376qdqPQwrJ5pskiVrx72Rubi7T3wkoN0GWtb1rxIgRGDFiBCZOnCjz7KeotZu0Fa+yeuGNGzdY1QtVVVVhZmaGtLQ0NG7cGN7e3qxWKYqc3d68eTPWr18PLy8v8Hg86Onp4Y8//sCVK1eqeK0pUSINhQdJlWcTdu/ejX///ZdxNoEUksHbzMxMtG7dmv65RYsW+PDhA9TV1Rk3GpIGl7939R8SSGRVATLVLxIRARUVFanDzWxwDf5qe3Xxy5cvnCVRo6OjxdoiR4wYAWNjY9Z1Dg4O6NWrF+7cuQOKomBraytxZkteNDU1ERsbCxUVFRQXF+PEiRM10v4GlCvOcW3zIlUHJBlMb9OmDWbPnk1n1muyHYvk/Lios0mDbcD8xIkTGDBgAFxdXeHn51fl3yW1YVpbWwOoGT8kaaipqeH27dv4+++/MX/+fNy9e5dVREW0oQXKkwNXr16tMWPsI0eOICAgAEZGRigrK8Phw4dhZ2dXRczmW0Gy+SZJopL8nQBAX18fQUFBGDp0KNTU1OjHmSpdaWlpcHJyQl5enth3qiaqLmvXroVAIBBTL5T0falIgwYN8O7dO2hpaSEhIQF6enpSve/kbQckoU2bNtixY0eV+VQ2BVclSiqi8CDp3LlzYrMJVlZWMDc3r5EgiascNQAMHz4cc+bMoQc+r1y5gqFDh+LChQuMF7T+/fsjIiJC7sHl7x0SWVURXFW/UlJSYGxsLJOIgMjxvGfPnvTNvmKQw9YTTRL81fbqora2Nm7evMmqolURUjNU4P/kctXU1BjnnuTB09MT69evx/v37zF06FDo6urCy8urRo7VuXNnPHv2jFMmmlQdkEQV6sSJE7h165bM3z95IDk/LupspCxcuBDbt29HRkZGlaRVTakekuDm5oYDBw7A0dER7dq1g4eHB+vGsbIogampqUxKayQEBAQgJCSEVrVzcHCAlZVVrQmSSFqbSZKorq6uOHjwoNjfac2aNazrIiMjUVpaij179tCPsVW6vLy84OHhgc6dO9e4EpyWlhbWrVuHTp06oaysDA8fPkTnzp0Z1yxbtgze3t7w8/PDgQMHEBAQILW7Qt52QBIePHiAFStWKGw+VUndROHCDRMnTsTZs2fpjdXXr19lUmlSJCJVOx6Ph0GDBmHEiBG4f/8+fv755yqKWaIMyZo1ayReyGrLYGtN8y36+LmICBgZGVVxPBcha0/0p0+f6OCvT58+rJvPe/fuYfny5VWqi7K2/dQUosHvsrIylJSUgMfj0fNCbEmEoKAg/Pnnnxg5ciQoikJkZCRmzZpFZ9+l4evri6SkJIwbNw4UReHChQsYNmwYFixYIHVNxSFptmF2EWVlZbh+/TqMjIyQlZWF69evw8zMrFo3GePHj6eFPz58+IB27dqBz+fLJCxBqg5IMpj+22+/wc/PTyGS84pUrSJh3759mDdv3rc+jWpFlPgByquEz549g5ubm8TBfnmZPn069u7dS7dgFRYWYvbs2QgMDKz2Y5FAIpykSPVCEqZPn44TJ05wXvflyxd8/vxZ7F7HJvW+ceNGPHv2DPv27UNmZiZWrlyJfv36cUpa5ObmMopbKRpra2v4+PjA0dERoaGhiI+Ph7e3d62+TimpfSi8kkQym0AKqRx106ZNoaWlBXNzc3oou2/fvhKfK8qQSPr3ms7+1Ca+RR8/FxGB6uiF5uqpUVuri/IMfpOaoV67dg3h4eF0MGZtbQ1TU1PGIEk0JC3LMLsIFxcX8Pl8OiiOj49HYmIiPD09ub9YKRw4cIB4LYlhMkA2mK6qqooJEyagR48eYi0+NTETR3J+ISEh8PPzq9Jix7RJtbGxEbuuVvQ+mT9/Ppo3by5xnYWFBQQCQa0VUSGhYtVIRUUFzZs352xTICs//vgjTE1NMXr0aPB4PFy/fh1Nmzalk4DfOhlI0tpM4ul3+vRp+Pr6cvrMkvLrr79CIBBAX19f7L7BJGu+e/duHD58WOx7J0sS5saNG7TEu4aGBg4ePAhTU1PGIOnRo0fYu3dvlRbb2lKdVeR8qpK6i8KDJEXNJgDlF26uimT79+9HTEwM0tPTMWHCBHh5eWHChAlSN3Oic3/16lWVYcB169axDmTXFUSVhGbNmlXp+d27dy/rehLVLxIRgffv38Pb25seQDY0NIRAIKhW8ZDvpbr4+fNn7N69W+y9sLOzkzjnER0dDQMDA/pmK9qMvnz5Ei9fvmT1I2nbti0yMzNpQZQvX76wblBJhtkfPXpE3+ybN28Ob29vTJo0iXENV0SVypKSEgQFBdHvn4GBAasKGKk6IMlgek1Ub6VBcn579uzBqVOnWE1xK6KlpYV69erB3Nyc3vylpaWhTZs2cHZ2lnqtcXNzk1lERVRpFaGmpgYej4eioiI0btwYt27dkvl8axJFDsGLxAREcGkxVQQkrc0kSdTdu3dz/sySkp+fDx6Phzt37og9znStDQ0NxZUrV4gqOrm5uXSnzOfPn1mTvM7Ozpg1a1YVb6ragiLnU5XUXRQeJAGKmU0AyBTJzp8/j5CQEFhYWKBp06YICgqCubm51CDJw8MD6enpSExMxOPHj+nHhUIhPnz4UD0v5Dtg27ZtyMrKQkREBJ4/f04/LhQKERcXh/nz5zOuJ1H9IhER+P3332FiYkK7hJ85cwYrVqzAwYMHZXmZMvG9VBednJzQtWtXrF+/HhRF4ezZs1i1apVESf6EhAQYGBggKipK4u9iC5IoioKxsTEGDx4MVVVVxMXFoVWrVvRGXtJmlWRImsfjITU1lTbkTEtLk3lmiiuurq4oKSmBqakp/f49fvyYMUgnVQck2RDr6upyXkMKyfm1bt2as3FqUlKSWIWgW7dumDJlCjZt2sRYOeBSaRBVWt3d3TFo0CD6sx0ZGYlr165xOl8uFBQU4M2bN+jWrZvY3J80Kqt/ylpVI6EmDEyrExLhJJIkKslnlhSR6AmXNrZ27drhhx9+4Hys+fPnw8zMjG4Fv3//PqsCXMOGDWWegavYGiqJmmgJVuR8qpK6i8KDpMqzCVu2bGGdTZAHropkPB4PfD6f3syqqqqK+btUZu7cuUhPT4ePj49Y5pbH43GSVv7eGT58OF68eIEbN26IDWfyeDyZfExIVL9IRAQKCgrEMvc2NjYIDg5mPRYXT43vpbr47t077Nu3j/65e/fuUiVcRW0XI0aMkOgCz0bl77csCkMkQ9ICgQAzZsygqz0ZGRk1IokMlA8GV2xjMTIyYk3CkKoDvnnzBoGBgVWMGw8dOiTfi6gmSAbnf/75Z8yaNQt6enpiLXpMFTCKohAfH4+BAwcCABITE6Gqqorc3FzGAJqk0pCUlIR169bRP48aNYq4XZKNmzdvYv369SgpKUFgYCBMTEzg6+uLYcOGSV0jat/lWlWri5C0NpMkUUk+s0D592PDhg2IiYlBWVmZTN8PEmPs5s2bw8TEBP379xc7P7buBRMTE+jp6SExMRE8Hg8CgYAOOKUxYMAAbNmyBQYGBmLHknR+U6dOpSs6WVlZ6NChA1RUVPDmzRt06NCB0YCWlH379sHf37/af6+S/xYKD5JIZhNIIVEkGzt2LJydnZGbm4uAgACcOXMG48aNk/r89u3bo3379jhz5gwKCgpQVFREu8e/fPmSPnZdR1tbG9ra2hgzZkyVDGhGRgbrehLVr4reShVFBJjQ19fHkSNHYGFhAR6Ph/DwcHTu3BlZWVmgKEpqRouLp8b3Ul3U1tZGZGQkRo0aBQCIiYmhN5GVqegC//r1a/pxoVCI4OBg1kwzSVWjX79+8Pf3R7169ZCeno45c+ZInQ0Uoa+vj8jISDx9+hR8Ph+dOnUSu4FXJ1paWnj06BF69uwJoDwoZmvDIVUHFAgEMDQ0pM1qr169qpCWH1kh8QTT1NSk219knWXcsGEDXFxc6O+rhoYGNmzYgGPHjmH27NlS10mqNPzxxx+Mx2rRogX27t2L8ePHg6IoMf+86mbr1q0ICAjAnDlz0KpVKwQEBGDJkiWMQRJpVa0uIW9rM9ckKslnFvi/78eaNWtk/n6QGGMbGhrC0NBQ5vOqiIaGBqf5cJExbkJCAv2YNMVIUaXZ0dERtra2dCJVNNdUE8TFxaG4uLjGrv9K/hsoPEgimU0ghUSOev78+YiKikLz5s3x6tUrzJ8/nzY4ZWLnzp04cuQIvn79iubNmyMzMxM9evRASEhIdb2c74ILFy7A398fhYWFdLCooaHB2o7DRc5bBImIwKVLlwBUHS61sLBgnKHg4qnxvVQXb9y4gZCQEDRp0gSqqqrIyckBn8/HlStXqqg8kbjAy8uuXbvw4sULODo6Ytq0aejatSsuXrwolt2XRL169dCrV68aOaeKpKWlYerUqejWrRtUVVXx5MkTtGjRgla/k/TZJQnsgXIVUAcHB5SUlKBHjx6wtrZmnX9SJCSD85KqsGwJFZGnUm5uLng8Hi1JLS24F0FSafD398f27dtpewqRGWVNUXEuUpZkEWlVjZTU1FS8ePECQ4YMwdu3bxXWdsaEPK3NJElUks8sQPb9IBEeMDMzw6tXrxAfH4/S0lIMGDAA3bp1Yz0/EmQ1x63IixcvxDpNevbsiRcvXlTnadGoqalh+PDh6Ny5s9icbW0xc1fyfaDwIIlkNoEr0uSoX758CYC9NN66dWt6EwNA7EYkjQsXLuD69evw8vKCvb09UlNTZXLirmscOXIEwcHB2Lx5M5YuXYqYmBjExMSwruPSxiKPiADpsDMXT43vpbrIZQCdyQVemoGgvFy4cAHBwcE4dOgQJk2aBIFAgClTptTIsUjYsWMH5zWk6oD16tVDfn4+OnXqhAcPHmDgwIEQCoUkp10jkLSznTp1qkpCRVNTk1HsQR5FLTU1NU6CA82aNYOTkxPevHmDrl27orCwkHVOiJTOnTsjJCQEQqEQL168QEBAAOu5iqpqnz59goqKClq1aiVTVY2E0NBQHDlyBF++fEFgYCCmT58OR0fHb/59lKe1mSSJSvKZBci+HyTCA2fPnsWuXbswYsQIlJWV4dChQ5g3bx4sLS0Z15GQlJSEQ4cOVWkBZmqd69y5M9zd3enq7Pnz52ssobV8+fIa+b1K/lsoPEgimU3gijxy1B4eHoiOjsZPP/1EP6aiosIaJDVu3BiNGjVCt27dkJycjLFjx7I6VtdF1NXV0a5dO3Tr1g1Pnz6FpaWlTBknLqpf8ogIkM52kBgT1/bqYnZ2Ni5evFjlvWCSy379+jUEAgG9RigU4suXL4iOjq728xMNokdGRmLVqlUoKSlBQUEB67qsrCy0aNECRUVF+PDhQ41lvDU0NHD79u0q75+9vX2V58qrDjhnzhwsWbIE/v7+sLKywvnz5zkZL9c0JIPzJAkVRSpqVZwTCgoKgrGxMeucEClr1qzB7t27Ua9ePTg5OUFPT4+1YkpaVSPhyJEjCAgIwLRp09CyZUucPXsWM2fO/OZBEklrszxJVNIkIEm7Z0XhgSFDhkBPT49VeODQoUMICgqihR4WLlyIGTNmsAZJxcXF2L9/P968eQN3d3ccPnwY8+bNY2xVW7NmDWbNmoWQkBDY2Njg6tWrrBVQHx8fHD9+HEePHgUADBo0CDNmzGBcQ4oihWuU1F0UHiQp4oMrjxx1TEwMwsPDOfvZtGvXDkePHkXv3r2xa9cu8Pl8hXoG1RaaN2+OiIgI+gberl27Kp4SkuCi+iWPiADpbAeJp0Ztry46OTlBU1MTiYmJMDIyQlRUFHr06MG4ZtOmTXBzc6MzlDdu3EBubm6NnN+YMWMwbNgwdOjQATo6OrCwsGAdrD569CjCwsIQHByMrKwsLFiwADY2NrCysqr283NyckJubi5SUlKgo6ODuLg4qTNTpIG9aOZpzJgxGD16NFRUVHD69GmkpKTUqiCJpJ2NJKHCRVFLXirOCf34448yzQmR0rBhQzg5OcHJyUnmNampqVi9ejXev3+P48ePY8GCBVi/fn2NzKrxeDwx1bRmzZoxChopCpLWZnmSqKRJwNatW1f5fqSkpDCuadmyJWfhAaFQKKaE17RpU6iqqrKuc3d3R4cOHfDvv/+Cx+Ph3bt3WLlyJbZs2SJ1jaqqKszMzJCWlobGjRvD29tbqvCPiPr162P06NH45ZdfYGhoiHfv3ol5uClRUtv4JhLgNY08ctSdOnVCfn4+5yDJw8MD165dw4ABAzB06FAEBwfXGj8cRbJ27VqcO3cOdnZ2uHnzJgQCgUyu3VxUv+QRESCd7SDx1Kjt1cVPnz7h0KFD8PPzw5gxY2Bvb89a2W3QoAF0dXWRkJCAz58/Y9myZTKps5GwePFi2Nra0hnyrVu3on379oxrTp06RVfq2rZtS8v510SQ9PLlS5w/fx5eXl4wMzODk5OTxJkFgDywP3/+PHx9faGhoQFDQ0MYGBigVatW+PXXX6vvhciBPIPzJAkVLopaFUlPT8exY8eqtOmxKR9ynRPiisiTSTSDKUL0M1Ol2s3NDQ4ODtiwYQNatWqFKVOmYOXKlQgICKj28xwwYAC2bduGwsJC3Lx5E0FBQdDR0an243CFpLVZniQq18/sgwcPQFEUBAKB2LX/4cOHWLVqFWNrWmhoKPbv318lCcXUJj1w4EA4OTnR97TTp0/Tst5MPH36FL6+voiMjMQPP/yADRs2sF7XGzRogHfv3kFLSwsJCQnQ09Njbb0WtW3m5+fXqrZNJUqkUSeDJHnkqEtLSzFu3Dh069ZN7CYsbVaqov6/gYEBPn36BGNj4xrbONZ2NDU16Yyei4uLzOu4qH7JIyJAOttB4qlR26uLDRo0gFAoRKdOnZCcnIy+ffuyDnw3atQI//zzD7p06YKoqCj0799fpkohCSStkZXPvyZbskTBm5aWFp48eQJzc3Opg9Wkgf3KlSsBlLfn3Lp1Cz4+Pvjw4QN69uxJB03fEnkG5ysnVFauXImlS5cyruGiqFWRZcuWQV9fHwYGBjJ/JkjmhLgi8mQCyu8lLVu2RFFRETIzM1krQnl5eWKdGZMnT64xSfiVK1fi1KlT6NatGwIDA6GnpyeTCbKi4NLaLE8Sletn9tq1a4iPj0dGRoZY+ymfz2dtgdu6dSt2795N2xnIgpubGwICAhAYGIiysjLo6enRQSETfD4fhYWF9Hfj7du3rBWoZcuWwdvbG35+fjhw4AACAgJY9z0V2zZbtGhRa9o2lSiRRp0MkuSRo543bx6nY4n0/ytmJ0WwOc7XJSpnRCv/L1NGFOCm+iWPiADpbAeJp0Ztry6amprC3t4eXl5esLGxwa1bt1hN/VavXo3AwEA4OzvjzJkzMDIykjiDUx2QtEZOnToVlpaWGD58OFRUVHDjxg1YWFjUyPkNGjQIK1asgIODAxYsWIAnT55IbR2RVx1QQ0MD5ubmMDc3B0VRePDgAW7duvXNgySSwXlPT096xoJrQoVEUQsoT345OjpyWlN5TmjQoEGsc0Kk/Pnnnzh37hzdJrpw4ULWNtGmTZvi1atX9Mb28uXLaNy4cbWeV8Uk4OjRozF69Gj657y8vBoxASWBS2uzPElUHx8f2mxbls+sqIIcFhbG2opWGS0tLZnaVoH/M5zNzs7GuHHjxGxLZPk7OTg4YNasWXj79i2WLVuG+Ph4qfeqy5cvY/DgwdDR0aGriadPn5bJ9La2tm0qUSINFUrS7r6OIEmJRhY5aiXfhuTkZFr1S1dXlzV4uX79Onbu3MlJRODt27do06YNVFRUUFBQgJSUFPB4PFaZVFNTUxw4cEDMU8POzk4scBLxLdzFSSgtLUVRURHU1dXx7t07PHz4ENra2qwKSorC3Nwcp0+fxubNm2FoaIg+ffrA3Nwc58+fZ1z34MEDxMfHg8fjYcCAATUqB56SkoKff/4ZDx48QEJCAsaPH8/4/knyAispKWHty8/KysLGjRuRnp6OrVu3wtfXFwKBQKwd7FtQcXC+X79+9OOiwfmwsLAqa549e4Zbt24hNjYWZWVlGDhwIAwNDRlbCD09PeHm5oa5c+dKrASxqaJu3boV7dq1g76+vliHANN3MSAgAOPGjaNFNmoSY2NjhISE0OdWXFwMCwsLie+fiNevX8PFxQVJSUlo0qQJNDU1sXHjxmq1GTAyMmJsB6wtSUBra2ucPHkSR44cQZs2bTB27FhMmjQJ586dk7omPz9fYhKV6ftrbW2NHTt2sKrgVQc3btzAhg0b0KdPH7FAQlKL6Pz587F371767yWCy98pKysLSUlJKC0tRZ8+faRasxw/fhy3b99GUVER+vXrR1+bZanQbtiwAerq6ggPD8fq1asRFBQEDQ0NuLu7s65VouRbUCcrSSJIlWhIsLGxkXiRkEWati6xatUqiY9L6/2XR/WLi4iAtN7wkpISuLi4sDp+c/HUqO3VRZER5+zZs3H06FF8+vQJ9erVg7a2NmxtbSX6+4i8f6TB5GdFCpfWyMqfo9atWwMob9l78+YNq3ocCXPmzKHbm3r37o3evXvTgZ00SNUBXV1dMXr0aBw+fBjq6upo3749VqxYgYMHD1bra+IKyeB8ly5d0KVLF9ja2qK4uBhxcXE4e/YsNmzYgNatW0tU/RK1I3Kt9IsQJTN27dpFP8b2XUxNTYW1tTU6duwIY2NjjBo1qsYkwEnaRK9evYrjx4+joKAAZWVldPtndVIxoSgSEfny5QsePnyIQYMGVfvxSCFpbSbx9MvLy8OwYcOgqamJBg0ayOTnR8qGDRswZcoU1jlM4P9mqf76668q7XlPnjyRuk5acuHVq1cAJCv9zZgxAzNmzEBJSQnu3buHv//+G/7+/mjRogX09fUZ2whre9umEiWVqdNBEqkSDQkVNflLSkrw999/ixmY/VcYMmQI/f9LSkpw9epVxou8PHLeXEQE5OkNB7h5atT2SqWfnx/i4uKQmZkp1oqmpqaGoUOHSlxz4MABRZ0ejaTWSGkVP3k+R1z57bffEB8fj5KSEvTp04feKKmoqLC63ZOqA75//x5mZmY4evQo1NTU4ODggEmTJlXXSyJGXk8woVCIVq1aYeXKlSgoKEB+fr7E54mqgX379kVKSgptLPzkyROZbCRIvpMCgQACgQBJSUmIiIjAgQMH8Msvv2Dr1q2cfxcbktpE2VT8Tp8+DVtbWzRs2LDaz6cyf/zxB54+fYp9+/ahoKAAe/fuRVxcnEyiPIqApLWZJIkqKaioqWacpk2bypwUkJYELC0tZRSIkGdGVk1NDXp6etDT0wNQ3kHB5r23efNmGBsbyzQnpURJbaBOB0mkctQkVOxtBgAdHR2Ym5uzDiLXNSpvRk1NTRlv9vLIeXMRESDtDZfHU6O2VhdFMzAHDx7Eb7/9JtMaUXZSmoGqNFU3eZAkey1NolyezxFXRNUbb29vqZVTaZCqAzZo0ABZWVn05ykpKYmzAmdNQuIJVtGHKDAwECYmJvD19WVsdxIIBOjQoQOMjIzg7+8Pc3NzrFy5krWilp2dDW9vbzF1Sjc3N6ktRSKKi4uRkZGBd+/egaIotG3blvmNIMTW1hY6Ojp0m6inpydrm2izZs1gYmKCnj17iiXkamLu8fr163Trn4aGBg4ePAhTU9NvHiTJI5xEkkQVJTgqwlY9BsjaZXv16gUnJycMHTpUrB1XUsKHNAkoum5nZGTgzz//xIoVK5CamoqdO3eymrFWlqD//fffWX2c2rRpg/Xr1yMnJwfjx4+HsbFxjUjWK1FSXdTpIIlUjpqEiipFFEXh2bNnKCwsrJFj1WYq3rRE70N2drbU58sj500iImBgYIBVq1bJfLOSx1OjtlcXZ8yYgZ07d+LNmzdwc3OTyUCw4sa8tLQUN2/eRM+ePav1vKTJSYuQtAmU53NEirOzM0JDQ/Hq1SvY29vj4sWLrHLypOqAzs7OmDt3Ll6/fg1LS0tkZmZy9lCpSUg8wSr6ELVq1UomH6IXL15gy5Yt2LBhAywtLWFnZyeTMparqysGDhwId3d3UBSF4OBguLi4MM4yLVu2DImJiRgyZAgsLS2hp6dXY2qJZmZmMDU1xaRJk2Sed5HFuqA6yc3NRbNmzQAAnz9/rnEzX1mQp7WZSxK1cvW44jHYqscAWbtsYWEh6tWrh9jYWLHHJQVJ8ghEAOX3KtE1UlNTE3p6elixYgUOHz4sdY0kCXpnZ2dGCXpRq97Hjx9x+fJlODo6QlVVFcHBwZzPWYkSRVCngyRSOWoSKmZvVFRU0KxZM/j6+tboMWsjFatGKioqaN68udTZHUA+1a8uXbrQv3vnzp0ynR/Xm5U8nhq1vbq4Zs0adOjQAY8ePZLZQLBy+4ednZ1UFUJSpBmyStsMAfKrx5Hg4+ODvLw83L9/H3Z2dggPD8ejR4/g5uYmdQ2pOqC2tjYCAwM5mbUqElJPMK4+RDweD69fv8aVK1dw4MABpKen4+vXr6zr0tPTxa4Rtra2rNn/iRMnws/PTyFmlzt37sS5c+dga2uL1q1bY/LkyRg1ahRjwqImAn9pzJ8/H2ZmZrTnzv3796uoGX4L5Glt5pJElad6DJC1y0qa42VTb+3Tpw82btzIyTYBAHJycuigu169ejAzM2NNcpBK0L979w4RERG4dOkS6tWr95+1S1HyfVAngyR55ahJqKlZp+8NrjctEjlveUQEuN6s5PHUqO3VRRIDwcq8f/+eVVafK6LN39OnT7Fnzx74+/vjxYsX8PDwkNpKVPFz9NNPP+HNmze0B5QsjvMk3LlzB6GhoZg8eTLU1dWxb98+1iwuSWAPlH+W7t27h+nTp2PRokV4+vQp3NzcMGrUKLleQ3VBMjhP4kO0ePFiODo6wszMDFpaWjAxMZFJ2pvP5+Pp06fo2rUrgPJhdmlBZsVKpqQZi5poZ2vbti3s7e1hb2+PCxcuwNfXF2vWrMHYsWOxePFiWojkWzFhwgTo6ekhMTERPB4PAoEAGhoa3/ScKkLS2kySRCUJkACydllJ6q35+fmMcz8ktglAeVUtLCwM48aNg4qKCiIiIliVM0kk6C0tLVFYWIgJEyZg48aN6NChA+u5KVHyLamTQVLFzamiGDNmjJjyloqKCho0aIBOnTrRffT/BSpXFSq+D/Pnz5cqp8tF9UseEQGuNyt5PDVqe3WRxECwYgICKO/rX7ZsWY2cn6urK/27tbS0sHjxYri6ujK2cxQUFGDcuHFQV1dHWVkZsrKysHXrVjF56upCVVUVQqGQfv8+f/4s9f2TVx3Qw8MDTk5OuHDhAvh8PoKCgrBo0aJaEySRDM6T+BDFxcWJzZgxSWRXxMXFBfb29vTGPjMzU+z7WRFplcya5P379zh//jzCw8NRv359LFiwAOPGjcPt27fx22+/ITw8XOHnVJExY8ZgxIgRMDU1Re/evb/puUiCS2vzt0iikrTLkoi8fP36FQ4ODigpKUGPHj1gbW0tU1umj48P1q1bhzVr1kBNTQ39+/fH+vXrGdd4eHjAxcUFz58/h76+Plq3bi31OyVi3bp1MvkSKlFSW6jTPklc5ajlwdPTEx07dqT748PDw3H//n2MHDkSR48e/c9Umjw8PFCvXj2Ym5vT0qhpaWnQ1tbG7du3pbaomZiYSLwhMG20SEQEkpKS4OHhgZSUFHTu3BmZmZnYtGkT3UYiDRJPjdrOjRs3sGPHDrx58wb6+vq0gWBt2XgbGxtX8UQyNTWV6E0lwtraGqtXr6Y3cklJSVi7di2jgAApZ86cQVhYGJ49ewZTU1NERERg7ty5Eg1A09PTGX9XZdneyoiGw5csWYJRo0Zh0qRJrO+FIpDXE0zkEZWWlobU1FQMGjSIMZg0MzPDyZMnGdvQmI7FtV1RpHgmEnsYMWIE5+PKgpGRESZNmoTJkyfj559/Fvu3tWvXYs2aNRLXpaam4sWLFxgyZAjevn1bY8m4oqIiXLlyBefOncP79+9hYmICExMTtGnTpkaOVx3IIqggK1FRURgyZAi+fv1K3ObK9fM3depUnDp1Crt378avv/6KYcOGSbwmVsTa2hoHDx7ElStXkJWVhTlz5mD8+PG4ePEi47H+/vtvDBs2DHw+97y5SIJeTU1N6vdSmr+ZCDafMyVKvhV1spIkgqsctTwkJCSIzSJYWVkhMDAQ3t7eUjfzdZGkpCSxG1O3bt0wZcoUbNq0ifGGRaL6RSIiQDrbQeKpUduri8OGDUPv3r1pA0EXFxdWta/KiYeKr8nKyqpa52Q6duyI3bt3Y8KECVBRUcGlS5dY37OCggKxTLe2trZMMyskmJmZQVtbG7GxsSgtLcW2bdukqu/Jqw7YpEkTbN68GQkJCVi/fj327NlDD9F/S+QZnN+1axdevHgBR0dHTJs2jZb1ZqomqampYfjw4ejcubNYpUDaJmvv3r2YP3++VDEQpiTMwYMHcfnyZUycOBEURWH37t34999/sWjRIqlrSDl37hzOnj2Ln3/+GRkZGQgKCsLcuXPxww8/SA2QQkNDceTIEXz58gWBgYGYPn06HB0dZRKy4EqDBg1gYmKC8ePH49KlS9i4cSMOHjyIHj16wNnZ+ZtXB0ham7kkUT09PREREQErKysitUySdlkSkRcutgkViYyMhLe3N4YOHYrJkydDW1ubdc3169eRkJCA+fPnw9raGp8+fcLSpUslynuT+pspUfKtqdNBElc5anlo0KABQkNDMXHiRABAREQEGjVqhNTU1BrzUaiNUBSF+Ph4DBw4EACQmJgIVVVV5ObmVjFMrAjJDYFERCA5ORmBgYHIy8sTe3zTpk2M60g8NYYMGSK1uuji4vLNq4sZGRkICwuj3wvRRoNpIFtVVRV5eXmYPHkyVFRUcPHiRXz58gV8Ph8uLi4SjUBJ8fb2xrZt2+Dg4AA+n48BAwawtoBoamoiMDCQnmsKCQmpsWpfQUEBnj59Cj6fDz6fj6SkJCQlJUmsJIkgVQfcvHkzwsLCcODAATRu3BiqqqrYvHlztbwOeZBncP7ChQsIDg7GoUOHYGJigpUrV7Ju8NlkiSsjmnGS1ELHps529uxZnDp1is6OW1lZwdzcvEaCpOXLl9OS340aNYKKigoEAgG2b98udc2RI0cQEBCAadOmoWXLljh79ixmzpxZI0HSvXv3cO7cOdy4cQP9+/eHl5cXDAwM8ODBAyxYsADXrl2r9mNygaS1mUsStX///tDW1kZpaWmVAEKWFj2SdlkSkRcutgkV8fb2xtevXxEZGYn9+/fj7du3GDVqFExNTaXK3vv7+2Pjxo0ICwvDr7/+irVr12LmzJkSg6SKAg/BwcFi1VmlmayS2kydDpK4ylHLw+bNm7F+/Xp4eXmBx+NBT08Pf/zxB65cuVIrVIAUxYYNG+Di4oJPnz5BRUUFrVq1woYNG3Ds2DHMnj1b6jpS1a+KyCIisHTpUkyfPp21vakyJJ4atb26aGdnh0GDBnF6Lx4/fixWERwxYgQsLCywbds2IulZJpo2bcqoFCeJDRs2wNPTE1u2bAFFUdDV1WUNrEj57bff0KJFC7H3j23jTaoO2Lx5cxgYGCA/Px9JSUkYOHAgoqOjq/09J4VkcF5UhYyMjMSqVatQUlKCgoICxuPo6uri7t27ePbsGaZMmYLExETazFISRkZGAIBXr15VuQ6vW7cOkydPlrpWKBSCx+PRP6uqqtaYCMjbt2+xZ88eAOXXGgcHB8ZzA8rnIn/44Qf652bNmomdb3WyceNGmJubY/ny5VBXV6cf79OnD6ZPn14jx+QCScKJSxLVx8cHPj4+WLJkCbZt20Z0jgYGBliyZAnGjx8PTU1NVqU6EpEXeSr9KioqqFevHtTU1FBUVIRPnz5hyZIlGDlyJBYsWFDl+Xw+H926dcOmTZswdepU/PDDD6xVe19fX6SlpWHy5MmgKAqhoaFISUlhVMBVouRbUqeDJK5y1PLQpk0b7NixAzk5OWJtMLK4wdclRJ4Tubm54PF49A1VpColDZIbAomIQIsWLfC///1Ppt9fERJj4tpeXWzQoAFnafzi4mKkpKTQcxPp6ekoLS1FSUlJrXhNiYmJVTYxIkPg6qaoqIiTQp0kZFUHXLNmDWJjY5GTk4NffvkFycnJ6NevX60Jkkg8wcaMGYNhw4ahQ4cO0NHRgYWFBf1dkcb+/fsRExOD9PR0jB8/Hl5eXpgwYYLETRxQnsFPT09HYmIiHj9+TD8uFArx4cMHxmONHz8etra29HscFhaGsWPHMq4hpUGDBkhISKBnIxMTE1nfvwEDBmDbtm0oLCzEzZs3ERQURFfwq5stW7bgzz//hLq6upjZ6I8//shoqK0oSFqbSZKoW7duFauEDBw4ENbW1qzBKZd2WXlEXkgr/a6urrhx4wb09PRgbm4OAwMDqKiooKioCEOHDpX4/WrXrh2WL1+Op0+fYsiQIXB3d68yT1eZ6OhonD17ln59I0aMUEqAK6nV1GnhBkXy4MEDrFixAkVFRQgKCsK0adOwefNmmXp76xKSXLjXr18vVYZUXtUvrohML3V1dcWGVNmythkZGbSnxoYNGxAbGws7OzvGTeq7d++wfv16xMbG0tXF1atX48qVK+jQoQOjaaYiOHnyJDIyMqq8F0wbrejoaKxevRpt27YFRVH4+PEj1q9fj1u3bqFhw4acq3/VRUUzWRsbG/pxkZlsZGRktR9z165d0NTUhK6urtgmSVp7CiA9sGdrA54wYQLOnTsHT09P2NjYoLS0FOvWrcOJEyeq58XUALIMzn/58oVOpKSlpbHOjJqamiIkJAQWFhYIDQ1FYWEhzM3NpQ6mp6WlIT09HT4+PmJZdh6PBy0tLda5ruvXr+POnTsoKyuDnp4eXZmqbpKTk7FixQrk5ubS7WJ+fn6M8yRCoRCnTp3C7du3IRQKoaenh2nTptWIr5ONjQ3MzMxgbm6Or1+/Ijw8HOfOnWM0G1UkJMJJFf+WoiSqg4MDhg8fLvU4kiohmpqarBXv7OxshIWFYeDAgejRowf27dsHCwsLiTLb8oi8VP7OURQFCwsLhISEwMTERKoa5KlTpzB+/Hioq6vTSS9RlfL9+/cSJei/fv2KqKgo9OrVC5qamnQSgalaZWxsjMDAQFoE6cuXL5g2bZrMKpVKlCiaOl1JIpWjJkGUHXJ0dISGhgZ8fHzg4eFRbeo63wuSXLhXrlwpVbZZHjlvktaCgIAA1K9fHw8ePBBbxxYkkXhq1PbqYmxsLJ49e1blvWAKkgwMDBAZGYmnT59CVVUVWlpaUFNTw8CBA1lbzUjJz8/H27dv8dNPP0m9AX8LM9m8vDwcPnwYP/74I/2YSNFRGqT2BE2aNAGfz0fnzp2RnJwMY2Nj5OfnE/2umoBkcP7NmzcIDAzkZHzJ4/HA5/Ppz5qqqipjFr99+/Zo3749zpw5g4KCAhQVFdHCKy9fvkT//v2lrl22bBkmTpyI33//vcYNZbt3746wsDBkZ2dDTU1NrKVNGps3b4axsbHEGZDqhsRsVJGQtDaTzNORVkKaN2+OwYMHIzc3F/Hx8ejXrx9evHghMUiKi4uDmZmZVDESpsodaaW/UaNGmDFjBs6ePYu3b9/if//7H1avXo1Ro0ZJ9ehSUVEBn8/HvXv3aPn0Q4cOMSbKZs2aBSsrK4wcORIAcOXKlWo3I1eipDqp00GSSLmsshx1mzZt4OzsLFWOmoSSkhKxUvPAgQNRWlpabb//e4GrC7c8ql8krQWfP3/m1L8uj6dGba8uPnv2jLP/SlZWFjZu3Ij09HRs3boVbm5uEAgErMaDXHj16hXc3d3RrFkzTJ8+HStWrEDr1q2RnZ2NTZs2SRzCF5nJGhsbs7Z8VBfXrl1DdHQ0J0U/0pmBHj16wM/Pj5bKz8rKYhRCUTQkg/Mkxpdjx46Fs7MzcnNzERAQgNDQUIwbN471/Hbu3IkjR47g69evaN68OTIzM9GjRw9GafjJkyfj0qVL8PHxgZ6eHoyNjVklyuWFS+KuTZs2WL9+PXJycjB+/HgYGxvLZBxKel5czUYVCUlrM0kStaysDAUFBXQlpLCwUCbZbA8PD0RHR6Njx47050daQkrUxs1mxiwJFxcXzJ49u0qlf/v27YzB3O7du3H06FEA5aqip0+fxuzZsxmFJZycnJCbm4uUlBTo6OggLi6O1WPM0tIS2traSEhIgFAohL+//zdXRlSihIk6HSSRylGToKmpidjYWKioqKC4uBgnTpz4rj10SCFx4QbIVL9IRAT09fURFBSEoUOHimWHpfm5yGNMXNuri3369EF0dDQMDAxkXuPq6orRo0fj8OHDUFdXR/v27bFixQocPHiw2s5r1apVWLRoEd6+fQt7e3sEBgaie/fueP78OS3wUZnFixdj+/btWLBggcRNbHW3bQLlc3apqanQ0tKSeQ3pzICLiwvu3buHHj16YMGCBYiJiWE1blQkJIPzJMaX8+fPR1RUFJo3b45Xr15h3rx5dFaaCVGbrZeXF+zt7ZGamspaCRk2bBiGDRuGkpISREdHY+PGjcjMzMStW7e4vMwaY8aMGZgxYwY+fvyIy5cvw9HREaqqqggODq72Y5GYjSoSEuEkkiQqaSUkJiYG4eHhMiVUzpw5g2nTpqGwsBArVqxgfX5FSCv9paWlYkFh06ZNWZMwL1++xPnz5+Hl5QUzMzM4OTmxWhlMnToVxsbGmDBhAqvdhBIltYE6HSSRylGT4OnpifXr1+P9+/cYOnQodHV14eXlVa3H+B6o6MJtYGAATU1NmTZzJKpfJK0FkZGRKC0tpZWkAHY/F4DMmLi2VxdjY2Nx+vRp8Pl88Hg8mapj79+/h5mZGY4ePQo1NTU4ODhg0qRJ1XpeBQUFtDzvqVOn6Exj586dpbZwiVpt5Gnf5Mr79+9hamqKNm3aQE1NjX7/mAIyUnVANTU1/Pjjj7h79y6aNGmCsWPH4vPnz9X6euSBZHC+Xr16yM/PR6dOnfDgwQMMHDhQ7HdIgrQFrnHjxmjUqBG6deuG5ORkjB07Fn5+fqzr7t69i0uXLuHmzZvo1asXFi9eLPMxFcG7d+8QERGBS5cuoV69ejU2BN+2bVuxa2Ztg6S1mSSJSloJ6dSpE/Lz82UKknJzc7F69WpcvXpVYkstk7dXeno6jh07htzcXLF7INN9Cii/DtnZ2dHCJJGRkawzs6KWUC0tLTx58gTm5uas9zcfHx9cvHgRc+bMQcuWLTFx4kSMHTsWTZo0YVynRMm3ok4HSaRy1CTs27cP/v7+1fo7v0euXr2K48eP0y7csvTWS0IW1S+S1oLLly8TnQ+JMXFtry6S9OQ3aNAAWVlZdFYyKSmpWg1kgfL3bc+ePZg/fz6dFc/OzsaRI0ekDi1raGgAKG8LunHjRhUfLCbvIlK2bNnCeQ3pzMDq1asRFxcnU7vOt4DEE4zE+JK0Ba5du3Y4evQoevfujV27doHP57O2M40YMQJdu3alg7KGDRuyvAvcmTt3LuO5S5tLAco37IWFhZgwYQI2btz4zc2pvyUkrc2kSdTu3btzbhErLS3FuHHj0K1bN9p3C5D89z1y5Aju3LmD27dvo0+fPpyOs2zZMujr69PqdLIiEAgQERGBuLg48Hg8TJkyBWPGjGFcM3jwYKxYsQIODg5YsGABnjx5wpq40NLSgoODAxwcHHD//n2sW7cO69atE5uLVaKkNvGfULerLEddE5iZmeHkyZNiF8D/IkwKOkyQqn6VlpZWaS0QZfRrmqlTp+LUqVNS//3Tp09Yv349YmJiUFZWBl1dXbi6utaqQIkrSUlJ8PDwQEpKCjp37ozMzEz4+/szDsBzJS8vD/v27ROTlb5z5w4iIyOxePFixqzjtGnTJHoXSasEKhpSdcAxY8bQRpS1kcmTJyM0NFTsMZHSlqR/EyH6rhYUFNDGl7J8d0UtcNu2bZOpBe7z58+4du0aJk2ahKNHjyI2NhazZs3C4MGDpa7Jzs6uVnEfScTFxTH+e8X5zsokJycr5zn+P9bW1vDx8YGjoyNCQ0MRHx8Pb29vxtbmx48fS0yiXrlyBa1bt65WU15pf2emv++LFy84tfICsilKVieihM/Dhw9x9+5d2gNKGl++fMHff/+NS5cuISUlBaNGjYKJiQmrRYgSJd+K2nnHrSYqy1EvWLCAUY5aHtTU1DB8+HB07txZzN+CKRNYF2nWrBlMTEzQs2dPsfeBqUUAIJv9UYSIgAgST426WF1MS0tDYGAgUlJSIBQK6b7+6qRJkyZ0gERRFF6/fo127dph9erVrGurw7uoJiGdGejQoQOysrLoilltg2RwPjU1FSdPnkR2djan1iAuLXAVv7cGBgb49OkTjI2NZWpLe/jwIbZs2UK3LokCOrbWXC58/PiR8xpPT0+4ubnhjz/+kPiZ+a/dcwCy1mZSTz8SdHV1ERMTg9jYWJSWlkJHRwcjRoxgXMM1QALK5+iCg4Ohr68vlrCVNnMrDyUlJXj9+jXu378PoPzeLxJhkcbEiRMxcuRIzJ07l/YEU6KkNlOngySuctTyUDHr/V+GbfBaGiSqX1xEBPbu3Yv58+eLGTZygcSYOC4uDsXFxbWuunj69GmYm5sjNTWVc4vOzp07MWHCBHTp0qWGzq58OH/v3r14/vw5Fi1ahIYNG6K0tBR8Ph9//PEH4+Zh9OjRCAkJ4eRdxJWoqCgMGTIEX79+5Rwgcg3sRe1Ynz59gomJCX799VexalJt2RCTDM47ODhg5MiRnFqDuLbATZ06VaxCXRG2gMfLywseHh7o3LlzjVWmo6KiGP99woQJVR4TGSNXnuOsCaT52Mkyf6dISFqbSZKoogpmTk6O2ONsFhIHDhzAlStXMHHiRFAUhd27d+Pff//FokWLZH2JMnH27FkA5R5uIqo7sBexePFieqawYgsw03tx9epVVuNdJUpqE3W63U5Su8ekSZNw7ty5b3tiSqqwevXqKqpfxcXFaN26NbKysiSqfnH5+w4bNgybNm2Cq6urxIHtmpDltrS0RGpqaq2rLhoZGeHEiROws7PD0aNHq2wgmbKOv/32G3g8Hnr37i32mpi8O7hiZmaGM2fOYNasWZg/fz6tvhcfHw8/Pz/GFkcfHx+EhIRw8i7iypgxYxAREQFzc3OcOXOG09qFCxfSgX1ISAj27t2LxMREqeqA8rRjfQsqD84zwdSGJw1JLXAlJSU14mM0ffp0hZr1FhQU4M2bN+jatSsKCwtpmWlpODs7V/EAW7hwodgGWV7kMTZVJCStzbNnz8bChQuxYcMGhIaGIjQ0FIGBgYxJ1KVLl+Ljx4/Q0tISCwzYOiUmTZqEU6dO0QmzoqIimJubf/Mgk62Dg+m+OGHCBM7nf/r0afj6+tIy57KIBSlR8i2p05UkUjlqJYqHRPWLi4jAwoULsX37dmRkZFRR21NRUcGff/7JeH4knhq1tbpoamqKmTNn4v3797CwsBD7N7asY79+/ej/T+LjwYUvX75AX1+f/nngwIGsBqUk3kVc6d+/P7S1tVFaWlplE1Hd6oAVg6AbN27gzp074PF4MDAwwKBBg+R/MdUEl8F5UQtcz549ERAQACMjI7HqGFOQ/s8//2Dnzp20Aa1QKMSXL18QHR3NeH42NjYSKyJM3/tff/0VAoEA+vr6Yp8nSdUdeYmKioKXlxdKSkoQGBgIExMT+Pr6SlQYW7ZsGZKTk/H27VuxTa5QKKz2GSq2TXB1JkfkgaS1maunHwA8f/6cs7ccUP63qVhBUVVVhaqqKuOakJAQ+Pn5cQoosrOz4e3tjZiYGAiFQujo6MDNzU2q3DaT8izbfbFz58549uwZp66C3bt349SpUzXm56VESXVTp4MkUjlqJYqHRPXL2dkZc+fOxevXr2FpaUmLCEjCysoKVlZW2LdvH1GbComnRm3L8otYunQpli5dCi8vL9aWwcqw+WBUB2/evMGyZcugqqqKQ4cO4bfffsP79+9x7Ngx1vZAEu8irvj4+MDHxwdLlizBtm3bOK0lVQf09fVFUlISxo0bB4qisGXLFgwbNgwLFiwgeg3VDRdPsIotcDExMWKVVbYgfdOmTXBzc8OhQ4cwb9483LhxA7m5uaznVzFhUVJSgr///lusEiqJ/Px88Hg83LlzR+zxmgiStmzZgoCAAMyZMwetWrVCQEAAlixZIjFI8vT0RE5ODnx8fMTalPl8frXPntR0IqS6IGltJkmidu/eHa9evUKnTp04nd/48eNha2tLJ/zCwsJouW1p7Nmzh3NA4erqioEDB8Ld3R0URSE4OBguLi5SuxdI/M1ELZgFBQWYPHky2rVrBz6fL1MLZuvWrf/TKoxKvj/qdJBUXXLUSriRmpqKFy9eYMiQIXj79q1MF0USOW8SEQELCwsIBAKZM20iFGlMrCiWL1+OrVu3ir0XDg4OrG0+Nc3t27fx+PFjPHz4kN7AxMTEoLi4GL6+voxrSbyLSNm6dSuCg4Pp92/gwIGwtrZm7LnnEthX5Nq1awgPD6d/t7W1NUxNTWtNkMRlcJ5Eel5EgwYNoKuri4SEBHz+/BnLli2TSYShspSyjo4OzM3NsXTpUqlr2AQkqpuKc2lMm3B1dXWoq6tjx44dePHiBe2lIxQKERcXx+i3xZWKSRHRdd3Q0BDv3r2rVZtdEuEkkiRqSkoKjI2N0bp1a9SvX1/m64uDgwN69eqFO3fugKIo2NrawsjIiHENSUCRnp4uJlxja2vLeH+SNnMmQtLrkseL7ueff8asWbOgp6cnFtDWloqkEiWVqdNB0unTp2Fra1sj/hZKJBMaGoojR47gy5cvCAwMxPTp0+Ho6Mgqp0qi+kUiIuDm5sYp0yZCkcbEimLt2rVQV1en++mDg4Ph7u6OTZs2fdPzql+/Pvr27Yu+ffsiJycHN27cwI8//oilS5eyJjpIvItI8fPzQ1paGiZPngyKohAaGoqXL1/SxraSIFUHbNu2LTIzM9GmTRsA5a2ItcmxnmRw/v379/D29qa9WQwNDVnVKRs1aoR//vkHXbp0QVRUFPr370+3IzFRsS1NpE4prXVz8eLF2L59u9QNZE0E3J07d0ZISAiEQiFevHiBgIAA1uvamjVrEBsbi5ycHPzyyy9ITk5Gv379qjVIEiG6rufn5+PkyZMyX9cVBUlrM0kSlWvluCKiz5KamppMexKSgILP5+Pp06e0Qt+TJ08Yry8kAY9oDq2kpARBQUH099fAwIBVuElTU5O+LnwvVUol/23qtHCDjY0NcnJyOMtRKyFn8uTJCAgIwLRp0xAaGoqsrCzMnDmTdWNRWfXL19eXdcNEIiIgaVhcFm8nRXpqKApTU1NaDUnExIkTWXvuRQPm3bp1Q0FBQY1VnsLCwuDr64v+/fujrKwMDx48wNq1azF8+PAaOR5XJk2ahLNnz9KbH6FQCGNjY1y8eFHqGlneX0nY2toiKSkJgwcPhqqqKu7cuQMNDQ20bt0awLcXAyEZnJ8+fTpMTEzoTf2ZM2dw/fp1qSIWQPlMyMmTJ+Hs7IylS5ciLi4OCxYswJw5cxjPz8bGhv7/KioqaNasGebOnStxZiozMxMaGhpSRQtqQqygoKAAu3fvxu3bt1FWVgY9PT04ODgwbtwnTJiAc+fOwdPTEzY2NigtLcW6detqRGyC9LpemyH19KtYPdbR0cG0adNYFdsqt8teuHCBtV12x44dEh9nanm+d+8eli9fTlsFZGZmYuPGjayKrsXFxdi/fz9SU1Ph5uaGw4cPY968eYztiytXrkRJSQmMjY1BURTOnj0LDQ0Nzi3cSpTUZup0JYlUjloJOTweDz/88AP9c7NmzWSS/OQi5y2CRESAa6ZNhCI9NRTJhw8f6IpEZmYmq1npzZs3sX79epkGzOVl586dOH36NH3Df//+Pezs7GpNkFRWViYWJBYWFrK+f61bt8a8efM4qwNW3kzNnDmT8KxrBpLB+YKCAkybNo3+2cbGBsHBwYxrTp06RW/CuPhhcZm9EH3eFKncRlEUWrdujZCQEGRkZCAoKIj1utmkSRPw+Xx07twZycnJMDY2plvvqhvS63pthsTTz9fXt0r1OCUlhTUwIGmXJZn/7N+/PyIiIjhXqt3d3dGhQwc8evQIPB4P7969w8qVKxkr8w8ePBALko2MjGiftMpYWVkhMDCQNo0XoVS3U1LbqdNBkshPQoniGDBgALZt24bCwkLcvHkTQUFBdIsaE1xVvwCym4iLiwvs7e3FMm2S5MUro0hjYkWxZMkSWFpaon///gCAhIQE1pv91q1bZR4wl5cmTZqIqXW1atVK6g1fHu8iUmbNmgUrKyuMHDkSAHDlypUqKoiVIVUH1NXVrTJ/kpaWViOtVSSQDM7r6+vjyJEjsLCwAI/HQ3h4ODp37oysrCxQFCVRhIDUe2zMmDEQCoX0zxXVKQUCwTefr3FyckKvXr0AlLcUqqioQCAQYPv27VLX9OjRA35+fjAxMYGbmxuysrJqrPVX0nVdR0enRo6lKEiSqNHR0WLV4xEjRsg0E8elXZYkoFizZg3jbBFb98zTp0/h6+uLyMhI/PDDD9iwYQPr69LS0sKjR4/Qs2dPAMCrV6+k3g8DAwMBkJnGK1HyLanTQZISxbNy5UqcOnUK3bp1Q2BgIPT09MSyxdIgVf3iCmmmTZHGxIpi5MiR6Nu3Lx48eAChUIhVq1aJ+QtJQ9YBc3nR0tLCjBkzYGxsDB6Ph8uXL6NZs2Z0a1nF6ounpyciIiJgZWXF2buIFEtLS2hrayMhIQFCoRD+/v7o3r074xpSdUBFzp+QQDI4f+nSJQBVZbgtLCykqtzx+XzOxwGAIUOGoGPHjnRbbHh4OO7fv4+RI0fCxcWFSOWrOnn79i327NkDoFyYwcHBgdWg1MXFBffu3UOPHj2wYMECxMTE1Jh6a+Xr+qBBg2BtbV0jx1IUJElUkuoxUB7gGBsbV2mXFV3DKn5+RQFFQkJCFf+v7Oxsib+/b9++nF9LRfh8PgoLC+n7b3p6OqtEeVpaGqZOnYpu3bpBVVUVT548QYsWLehZvu+5FVOJEhHKIElJtbJ582YYGxtzvoGSqn6RoKamxknsASDz1PgeaNmyJaf2NZIBc1LatWuHdu3aIS8vDwDoiqSkCow83kXy0L17d9bAqDqIj49HeHh4lfmT2gLp4DxXVqxYwXkNUL7hrCioIcrWe3t7S539KCkpQXR0NHJycsQeZwteSGjQoAESEhLo2ZHExERWifL79+9DVVUV8fHxaNKkCcaNG4eSkhLk5uaiadOm1Xp+Hz9+RGpqKrZt24bU1FTs3LkTubm5MiVV6hIVq8cURSEyMpK1egxwa5cVVVJnz54tZvZdWloKW1tbicFHxYDv7t27ePbsGczNzXH//n3o6emxnp+DgwNmzZqFt2/fYtmyZYiPj2etPkn73ihRUpeo80ESiRy1EnLatGmD9evXIycnB+PHj4exsbFMLWmkql+KEhFQGhOXs2bNGuzevRv16tWDk5MTBg0aVGObdS5VF3m8i74HFDl/QgKJJ9ibN28QGBhIG8OWlZUhLS2NMflw+vRp+Pj4iD22cOFC1uM3aNAAoaGh9MxEREQEGjVqhNTUVKk+bMuXL8fHjx+hpaVFf+9VVFRqJEhat24dVqxYgdzcXFpYws/Pj3HNzp078fDhQwwePBhAeStimzZtkJ+fj0WLFlXreS5fvpzeiGtqakJPTw8rVqzA4cOHq+0Y3wMk1WOgvNKTkpKCrl274uLFi3jy5AlmzpwpMcj08/NDXFwcMjMzxcy++Xw+a1vz/v37ERMTg/T0dEyYMAFeXl6YMGECq1XAsGHD0Lt3byQlJaGoqAjOzs6s6pQaGhq4fft2le+vvb094zolSr4n6rS6XWU56smTJ9cq2dK6zMePH3H58mUEBwdDVVWVdSCbRPVLkSICr1+/houLC5KSktCkSRPaU6MmTUtrIwEBARg3bpzYrFBtgqIohISEcPIuUjQkgf3atWvxww8/0PMnkyZNwqlTp4jUuWoL1tbWMDQ0xNWrVzF58mRcvXoVHTt2lBh0L1u2DMnJyXj79q2YoIJQKETz5s1x8uRJxmO9e/cO69evR2xsLHg8HvT09LB69WpcuXIFHTp0kHjNIFUilIfs7GyoqanJJEdtY2MDPz8/es7l48ePEAgE2LZtG6ZPn45z585V23lJUoKTpI75vSFrEjU6OhoGBgZSW8jYDIYdHR3RoUMHGBkZQSAQwNzcHHfv3mUUJjp48CBmz54NHo+H0tJSfP36lVU63NTUFCEhIbCwsEBoaCgKCwthbm7OqLgJlMva7927F2fPnsWbN28we/ZsuLi4YNSoUVLXLFmyBLm5uUhJSYGOjg7i4uLQt29fxjm6vLw8hIWFIScnRyw5oQiTciVKSKjTlaQjR47QsqUtW7bE2bNnMXPmTGWQVMO8e/cOERERuHTpEurVqyfTYCuJ6heJiEB6ejqOHTuG3NxcsYs0m3FkXTQmJrlhpaamwtraGh07doSxsTFGjRr1zc1nK0LiXUQKSTsWaWBfcf7E3t4esbGxMgmO1Ga+fv0KBwcHlJSUoEePHrC2tpY6TO/p6YmcnBz4+Phg1apV9ON8Pl+iwENl2rRpgx07diAnJwfNmjWjH2dqe+revTtevXpVo3N3leGSfMjMzKQl4IHyWcEPHz5AXV2ddZ6E5LzCwsIwbtw4qKioICIigtGe4XuAi6dfQkICDAwMEBUVJfF3sQVJL168wJYtW7BhwwZYWlrCzs6OdR/Spk0bmJub4+zZs3j79q1MgQuPxwOfz6crn6qqqjIliHbv3o2jR48CADp27IiQkBDMnj2b8VgvX77E+fPn4eXlBTMzMzg5ObEGO0uXLsWPP/5YYy3aSpRUN3U6SKqLsqW1HUtLSxQWFmLChAnYuHGjzO2NpKpfXEUEli1bBn19fRgYGDCqAVWmLhoTk9ywBAIBBAIBkpKSEBERgQMHDuCXX37B1q1bq/38/vzzTxgbG3PajJGqT5FA0o5Fqg7o5uZGt5mNGjUKo0aNwsKFC7Fr165qez2Kpl69esjPz0enTp3w4MEDDBw4UEyBriLq6upQV1cnnoN48OABVqxYgaKiIgQFBWHatGnYvHmzRJ8kESkpKTA2Nkbr1q1Rv359Wl2stgykDx8+HHPmzKE36FeuXMHQoUNx4cIFmQJHLvj4+GDdunVYs2YN1NTU0L9/f6xfv75aj6FouCRRlyxZAqD8ejJmzBixf5NFKIbH4+H169e4cuUKDhw4gPT0dHz9+pVxDUngMnbsWDg7OyM3NxcBAQEIDQ3FuHHjWM+vtLRULEBv2rQpq1KiKFGopaWFJ0+ewNzcHKWlpYxrsrKy/nMtmkq+b+p0kEQqR62EnHXr1hENspOU20lEBEpLS+Ho6Mj5WCSeGrUd0htWcXExMjIy8O7dO1AUhbZt29bA2ZVXumxsbNC+fXuYmppi1KhRrHNqpOpTJDx//pyoHYtLYF+xzayifK6ozex7Zs6cOViyZAn8/f1hZWWF8+fP15gIxvr167Fnzx44OjpCQ0MDPj4+8PDwwOnTp6Wuqe2zbatWrcLff/+NmJgY8Hg8TJs2DSNGjMD9+/exadOmaj1W27ZtafW9ugKXJOqJEyeQn5+Pv/76C69fv6YfFwqFCA4OZlXKc3BwgKOjI8zMzKClpQUTExPW+xBJ4DJ//nxERUWhefPmePXqFebNm0dbFDAxYsQI2NnZYezYsQCAyMhI1sTNoEGDsGLFCjg4OGDBggV48uRJFTW+yvTv3x8xMTEYNGgQpySlEiXfijodJJHKUSvhjqenJ9zc3PDHH39IvPixSfSSQCIiMGzYMAQHB0NfX1/Ma4Ut81oXjYlJbljLli1DYmIihgwZAktLS+jp6dXYzc7BwQEODg5ISkrChQsXsGPHDvTv3x+TJ0+W6tFC4l1ECkk7FtfAXt42s9pMr169MHr0aKioqOD06dNISUmpsUp/SUkJfv75Z/rngQMHsma927Vrh+DgYHq+TUdHp8buHxV92I4dOwYnJyeZfNiaNm0KLS0tWskMkF8O+r8ClyRqmzZt8OjRI5SVlYl1OvB4vCpCIpIQVX9zc3MBAOfOnWO9bpIELkC53P2QIUNYn1cRgUCAiIgIxMXFgcfjYcqUKVUqZpVxdHRESkoKfvrpJ/j6+iIhIYG1sn316lUEBARAVVWVTl4pzWSV1GbqtHDDH3/8AWNjY4VI9P7XefjwIXr16oW4uDiJ/06ifsUGiYiAkZFRlcekebLUdYYNG4aMjAxONyzRjZotY1hdfPz4EefPn8fFixehoqKCcePGITY2Fpqamli7dq3ENcnJybT6lK6ubo19/6dMmYLk5GRO7VgFBQXYvXs3bt++DaFQiEGDBsHBwUGmGTeRtO+UKVOQmJgok7RvbeTBgwegKAoCgUBMwa2kpAQuLi6IiIio9mMuXLgQs2bNgq+vL06ePIkTJ07g9u3bjMkbX1/fKvNtrVu3ZjVcJmH27NlYuHAhNmzYgNDQUISGhiIwMJDRh62ikllQUBBmzpwpk5KZknKEQiFOnTpFfxdFSVSma5ukpEhJSQnr9fDhw4dYvnw5ioqK6PkntnZPAGKBi46ODmvgokjmzJlTRYnS3NycsTqrRMn3Rp0Oko4fP45Lly5xlqNWQo6zs7NEiV5ZZie4qn75+fnh77//rrUiAnWJvXv3Yv78+VKd3Wui7dDW1hZv3ryBsbExJk+eTG9OSkpKYGhoiDt37lT7MbmQnp4u8fGK6muVIVUHrLghDgwMhI2NzXe7Id62bRvi4+PpxIoIPp8PQ0ND/Pbbb9V+zE+fPmH9+vWIiYlBWVkZdHV14erqyihzPGnSJLH5NqFQCGNjY1alMBJEm8vJkycjNDSUPj6TQh2pkhkJZWVluH79OoyMjJCVlYXr16/DzMzsu26ZIkmiXr9+HTt37qRlr4VCIb58+YLo6GjGddbW1vDx8YGjoyNCQ0MRHx8Pb29v1oDixYsXtNS/UChEWlraNzeQ/u233xAfH4+SkhLUq1ePTg6pqKjA0NCQcW6wuLgYe/bsEavOOjg4KO/bSmotdbrdbsaMGZgxYwYtR+3o6CiTHLUS7sg7O0Gi+kUiIpCdnQ1vb2+xi7SbmxtatWrF7QXXAbjcsEQtYZJaeWpqo2RnZ4fBgwdX+f1qamqIiYmpkWNygaQdi1Qd8Pz58/SGuFmzZggKCoK5ufl3GSSJhuDDwsIUtuHbt28fZ3NqRc63kfiwkSqZkeDi4gI+nw8jIyOoqKggPj4eiYmJ8PT0rJHjKQIST79NmzbBzc0Nhw4dwrx583Djxg26hY4JknbPNWvWIDY2Fjk5OdDS0sLjx4/Rr18/id+ZivdcSbBVrLggki339vYWawGWBQ8PD6irq9NJteDgYLi7u1f7DJ0SJdVFnQ6SADI5aiXckXd2glT1i6uIgKurKwYOHAh3d3dQFIXg4GC4uLjINDNV14yJudywRG2Kr169wu+//y72b+vWrasRg81OnTrh999/x927d8Hn86GnpweBQIAWLVpUu8QxCZLasVJSUhjbsUjVARW5IVYUBgYGWLVqFdLT07F161b4+vrSf9/qJi4uDsXFxWJziGxUnG+jKAqRkZE1Nt/m4eEBFxcXPH/+HAYGBrQPGxOVlczOnDkjk5IZCY8ePaJ9kpo3bw5vb29MmjSpRo6lKEiSqA0aNICuri4SEhLw+fNnLFu2TKY9haamJmJjY6GiooLi4mKcOHGC1aw1Pj4e4eHh8PT0hI2NDUpLS6XO3Io+Kzk5OUhLS0O/fv2goqKC+/fvo0uXLqw+YiQ4OzsjNDQUr169gr29PS5evMg6u/vvv/+KeWu5urrSBs9KlNRG6nSQRCpHrYQ7FSV6K7cIxMXFyZQxJpHz5ioikJ6ejp07d9I/29raytRDzcVT43uByw3Lw8MD6enpSExMxOPHj+nHhUIhPnz4UCPn5+LignHjxtHZ6jNnzmDlypWMAS2JdxEppHLjJOqAitwQKwpXV1eMHj0ahw8fhrq6Otq3b48VK1YwGmySoqamhuHDh6Nz585i6pRMnyVLS0toa2vT823+/v41Nt/2008/cfZhq6xkNn/+fJmUzEjg8XhITU2l76FpaWk1VlVTJFyTqI0aNcI///yDLl26ICoqCv3790dRURHrcTw9PbF+/Xq8f/8eQ4cOha6uLry8vBjXNGnSBHw+H507d0ZycjKMjY3p+2pl/vrrLwDl1ffdu3ejffv2AID3799j9erVrOdHgo+PD/Ly8nD//n3Y2dkhPDwcjx49YvWk+/DhA925kZmZWSc+R0rqLnX600kqR62EnIotAr/88guSk5OltghUhETOe+LEifDz8+MkIsDn8/H06VN07doVAPDkyRNWWWmg7hoTy3rDmjt3LtLT0+Hj4yNm8Mvj8aClpVUj55aTkwMrKyv6ZxsbG9ZWWRLvIlJI2rFI1QEVuSFWFO/fv4eZmRmOHj0KNTU1ODg41Fh1Yvny5TI/Nzo6GgYGBrQAh6hd+OXLl3j58iWrcSgJjx49wt69e6uYXP/555+M61q3bk1XuoDy6kNN2FwIBALMmDGDnrfLyMjAhg0bqv04ioQkibp69WoEBgbC2dkZZ86cgZGREezt7VnXkbR79ujRA35+fjAxMYGbmxuysrJYJcDT0tLoAAkAWrVqJXV2Ul7u3LmD0NBQTJ48Gerq6ti3bx/rfX7JkiWwtLRE//79AZSb9NaEEIoSJdVFnQySvoUctZJyuLQIVISLnLdIRCAqKgq3bt2q8u9MIgIuLi6wt7eHhoYGgPLAgK2tBaibxsRcbliNGzeGnp4eDhw4UOXfpBmAkvLp0ycA5RLbx48fh4mJCXg8Hi5cuMC6AST1LiKBpB2LJLAX0bRpUxgYGNA/37p1C4aGhpx/T22hQYMGyMrKoq/RSUlJMiUsSOCirpmQkAADAwNERUVJ/PeaCJKcnZ0xa9YsdOnSReYZPw8PD0RHR+Onn36iH1NRUamRIElfXx+RkZF4+vQp+Hw+OnXqxKl1sTZCkkTt0qULfY2s2JHABkm7p4uLC+7du4cePXrA3t4esbGxrPcqfX192NnZ0Sp4ly5dwogRI2Q+JhdUVVUhFArpz+vnz59Z26BH/r/27j6uxvv/A/jrnEqNUMx9M8ToNzczKvcJoztKWmFsGGI1N2ONaPqahtxEk/sZY1opopU1cz8rNTfL9tXcjC1thBSVbs7p/P7w6Hw71Emnzrku57yej8ce61znfFxvqXOu9/X5fN7voUPxxhtv4NKlS5DL5Vi4cCFefvllrcRHVBf0srqdEOWo6YmxY8fi22+/xe7du2FpaQk3Nze4u7urLOuqTE2qfh07dgxDhgyptNP588walJaW4ubNm5DL5ejQocNzXZh9/vnnMDc3R0JCAhYtWoTo6Gg0b94cn376abVjxez+/fvKD6wePXpU+YHl6+uLLVu2KDduV3zbqOsS6lWdo7yKkrpzzZs3D/7+/jXqXVQbz1tuvLbVAWfOnInbt2+rLM2TSCRqK0mJXXp6OoKDg3Hz5k107NgR2dnZWLNmDXr16iV0aACeFE94uuTygQMHqm0cqgkfHx9ERUXVaMyIESMQHx+vtcQSEKaqpbaV30SdOnXqc99EdXZ2Vpu8qiv7DzyZtcrMzKzRck9NJSUlIS0tDQqFAn369MFbb71V5+cAnvwuxMfH4+rVq3B3d0dSUhKmTp2qMvtf8bWjR4+u8u9bcXUCkZjo5UxSeVnZ/fv3V1qOmkmS9miyRACoWdUvTYoI1PbDXp8aE1f1gfXnn38CqPwDa8uWLQCeJKjaVptz3Lx5E25ubjXqXVRTmizHqm11wMzMTHz33Xe1iFp8unfvjqioqBrfsNC2vXv3oqCgALt378Zff/2lPC6XyxETE6OVJKlXr15Yt24d+vfvrzLboK4qWfv27VFQUKDV75kQVS21rfzfb/r06c89prIZ9JqoyXLP2urQoQOaNm2q9SWYo0ePRvfu3ZGSkgKZTIbw8HDY2NhU+tryBrwVG/ESvQj0MkmqbTlq0lzFJQIzZ85EcnLycy1nq0nVL02KCNT2wz4sLAxubm4YO3Zsta8Vu9p8YKWnp+P8+fMYP348/Pz8cOXKFQQFBWHYsGF1HaZGwsPDtX4OTZZj1bY6YN++fZGSkgI7OztRVParCxkZGYiKisLDhw9VjgtdDrhVq1b4/fffUVZWpvI7YmRk9MxNt7py6dIlAE9+tspJJBK1e5JkMhmcnJzQuXNnlcSqLmcnhKhqqW2a3EQt34tV1cytv7+/2nPq6sasLpdgFhYWKpdfGhsbIz09Henp6ZXOJJV/blpYWGDChAkqz5XfgCMSI71Mkmpbjpo0d/HiRUilUqSlpaFRo0ZwcnJCaWkp8vLy0LhxY7Vjn7fqlyZFBGr7Ya9JTw2xqs0HVnBwMObNm4fExEQYGxsjOjoafn5+okmSNOldVFPlfX4cHR0rXY5VmdpWB2zVqhUmTZqkvBgunyH79ddfNf1rCG727NkYP3682ua7QnB0dISjoyNcXV3Rrl07XL9+HVKpFB06dNDaOcurk9VETWZCNCVEVUttq81N1IqzdjKZDKdOncLrr7+utVhrKjk5GQkJCTqZkX3//ffRpEkTld/fqm44hoeHIycnB0lJSbh27ZryeHn1W19fX63HS6QJvUyS6qIcNWkmIiICv/32G/r27QvgyYbVVq1aoaCgAH5+flUmIzWp+qVJEYHaftjrU2Pi2n5g9e/fH7NmzYKzszNatGiB0tJSbYf83DTpXVRTmizHqm11wL179+Knn37Sq03OTZo0wXvvvSd0GFW6ffs2Jk2apFy6lJ+fjzVr1tRpY05N9seU08XshBBVLbWtNjdRn05Mp02bprXeWZrQxRLMckVFRc9dvGLw4MG4fv06Tp48iR49eiiPGxkZYcqUKdoKkajW9DJJKqdpOWrSnFwuR3x8PFq1agUAuHfvHgICArBnzx6MHz++yiSpJlW/AgICsGXLFrz99tvPXUSgLj7s9aUxcW0+sBo1aoSwsDD88ssvCAkJwebNm2FhYaGVOLOysrBnz55nyiIvX768yjGa9i6qCU2WY9W2OuCrr776wu4BqcrEiRMREBAAOzs7ldLpYlnCFRISgm3btinbBVy+fBmLFi16rr5qz0uT/TG6ZGVlBSsrKxw4cAA3btxAWloaZDIZevXqpbXfe22ry5uot2/fxp07d7QVao3pYglmubfeeguxsbGws7NTqfRa2QqQ7t27o3v37hg+fDhKS0vx66+/QiqVomfPns/VE4xIKHqdJGlajpo0l52djZYtWyofN2nSBHfv3oW5uXmleyk0KeetSRGBih/2hYWFKCoqgkKhgFwux59//qksg10VfWpMXPED6+niGNV94IeFhSE+Ph47duxAw4YNIZVKERYWppU4586di379+qF///7PnSBo0ruopioux3q6il5Vs2qaJPYVSaVSuLi4wMbGRuVGwovcziAyMhKmpqbK/TiA9npaacLU1FSZIAGoclN6bZSVlSE9PV2l4pkYHTp0CBEREXB0dERZWRm+/PJL+Pr6wtvbW+jQNKbJTdTu3bur/P6am5tj7ty5ugq5WrpMth8+fIivvvpKZXa7uiI5x48fx4oVK/Dmm2+irKwMixcvxn/+8x8MHjxYBxET1ZxeJ0k16VhNdWPw4MGYMmWKcvP6kSNHMGjQICQmJla6lKE2BRU0KSIQERGBnTt3oqSkBJaWlsjOzoaNjQ1iY2PVnksfGxMnJiZi7dq1ePz4sTJhbN68udrk09LSEp06dcLhw4cRHx+P3r17o0mTJlqJTyaTYc6cOTUao0nvIk399ddfCAgIQGFhofL7l5+fjzNnzjzz2tpWB9THErmPHj3SaC+OrnTt2hX+/v4YPXo0jI2NkZiYiObNmysvAuuiX5K6ojbVFW7QpS+//BLR0dHKfaUffPAB3nnnnRc6SdLkJmrFPUxiZGdn98zs2K1bt7RyruPHj+PMmTM1Wtq3YcMG7N+/X9mn8Pbt25g2bRqTJBItvU6SNC1HTZpbuHAhjh49iuTkZBgZGWHcuHFwdHTExYsXK61aVZuCCpoUEUhMTMSJEyewbNkyzJgxA5mZmdi5c2eVr9fnxsQ7d+5ETEwMwsLCMHv2bCQnJyM5OVntmO3bt+PIkSNwdXWFQqHApk2b8N///hd+fn51Hp+DgwNiYmLQr18/laUj6vYNeHt7o3v37sreRWvXrtVacrtmzRoEBQVhx44dmD59Ok6ePIm8vDy1YzStDqiPbQv69euH6OhoDBo0SGV2TCzFdUpKStCwYUP8+OOPAJ7M5llaWiqrGtZFkiTmJLEiuVyuUnincePGL3yVRU1uolbcwwQ8SWTNzMzQvn17+Pj4CF7CXpdbDF577TVkZmbWaG9ao0aNVIpjNGvWTPDvGZE6ep0kaVqOmmqncePGsLa2hqenJy5evAig8pkioPYFFWpaRKBhw4Zo0KABOnfujIyMDIwYMQKhoaFVvl7sewZqw9zcHG3atEHnzp1x5coVeHt7V3vRdujQIezbt0+ZtPj4+MDT01MrSVJ5A+KNGzcqj1W1NE2T3kW1ZWZmBjs7O5w7dw6PHj3C3Llzq93/JPbqgLr0448/QiaTYfPmzcpjdd2YuDbU7X2ra3Fxcdi2bdszSXZlS5CFYGtri3nz5sHT0xPAk/LZYmn6qylNbqJKpVI8fPgQHh4ekEgkOHz4MPLz82FsbIzAwECsXr1aR9FXTpdbDG7fvg13d3e0atUKJiYmz9WTztraGu+88w7c3NxgZGSEH374ARYWFsqbjfo4Y04vNr1OkmpTjpo0s23bNiQnJyMrKwsuLi5YtmwZXFxcMHPmzEpfX5uCCpoUEWjTpg127dqFbt26YePGjTA2NlbbL0ifGxNbWloiKSkJNjY2OHDgANq0aYOioiK1Y+RyucomXalUqrU7yjVZmqZJ76LaatCgAX799Vd06tQJp0+fxptvvlnt9w8Qd3VAXfrhhx+EDqFSH374Ib744gs4OztXOntcl42Jy61fvx6bNm0SXTn0ckFBQYiMjERUVBTKyspgb2//wveM0+Qm6uXLl1UKdzg6OsLLywvh4eGiKAilyy0G69atq/GYNm3aoE2bNsreaOX9m9hklsRKr5MkTctRk+a+++47xMbGwsvLC40bN0Z0dDQ8PT2rTJJqU/VLkyICwcHBOH78OHr16oVBgwYhJiam0uIQ5fS5MfF//vMfHDp0CNOmTcOpU6cQEBCg7AFUFWdnZ0yePFl5QRAfH48RI0ZoJb4HDx5g+fLlKj2PgoKC0KxZs2deq0nvotpatGgRoqKisGDBAhw4cABDhgzBjBkz1I7RZXVA0kxQUBCAJ8t9q+rVVtesra3RoUMH0S09Kr+h+ODBAzg5OcHJyUn53MOHD0WzNFITmtxELS4uxs2bN9GuXTsATypwymQylJaWqhRjEYoutxhoktBX13SXSGwkCjH8ZmvJxIkTERoa+kw56vDwcIwfPx6HDh0SOEL94+npif3792P06NE4cOAAiouLMWbMGHz33XeVvt7X1xdbtmzBkCFDNKr6lZycjJSUFMhkMvTu3RuOjo6Vvu7+/ftq/5yqPuzz8/PV9tSo68ppL4ITJ07g7NmzUCgUsLOzU+4rq2t+fn6wtbWFl5cXFAoFYmJi8PPPP1e6D6xi76KJEycqj5f3LirfVyK0Bw8eID4+HnZ2dujSpQu2bt0KLy8vrRW/IM05OTnh+++/18m5Tp48ic8//xw9evRQmanV5ZK/ylT2/lzx/2JZGqmJSZMm1fgm6pkzZ7Bo0SK0bt0aCoUC9+7dQ0hICH766SfUr1+/2psk2pafn4/ff/8d9vb2+PHHH5GSkgIvLy/Biw75+PggKipKWR2wnD40xSb9ptdXeDUtR021N2LECCxYsAB5eXmIjIzEgQMHVO4+Pq02Vb9qUkSgstLL5dR92OtjY+KKZWwr+391H1jlH3ImJiaoX7++1uLMyspSaVY4efLkKnvUaNK7SFNVLcMqp245li6rA4pVedn/c+fOiXpfi7W1NbZv345u3brhpZdeUh6vy2ay5T7//HOMGTMGVlZWdf5n10ZtqzKKmSY9/fr3748ff/wRV65cgVQqhbW1NUxMTGBrayuKPmbjxo1DfHw8AGDYsGFa2et4+vRpDBw4ECUlJc898xkVFQXgSbGg6tptEImJXidJNS1HTbVX3vPI0tISN27cgK+vL4YOHVrtOE2qftWkiEBtP+T1qTFxbcrYrly5Eunp6XBycoJCocC6devg4OBQ5XLK2jA2NsaVK1eUvWr++OOPKj+UNeldpKnKlobWZKyuqgOK1d69e9GrVy8sXry40qIp2khCNPHw4UOcPHkSJ0+eVB7TVlnuxo0bi7o4TE5ODlatWoWsrCysX78eK1euxCeffPJCLznW5Cbq09+HoKAgBAQEiOZGh7W1Nb7//nt07dpVJbGvy+udzz77DElJSfDx8anxUubFixdrZU8fkbbo9XI7ACrlqPv06aMsR92uXTvuBdCSq1evIi8vT2XWpnyDZlU8PT0xb9483L17F0lJSQgODoafnx9iYmKqHOPq6oqDBw8ql7yVlJTA09OzyqV9wJMlmJXd8avuwsfFxQWHDh16pmrQ3r171Y4Ts6fL2ZZTt8THyckJCQkJyiVBJSUlcHd3x+HDh+s8vvPnz2P+/PnKnhrZ2dlYtWqV2tmHEydOICIi4rl6F9XWhg0bKj2ubt39qFGjVBL7oqIieHp6GtSFQ1RUFBITE5Genq4sjFJOTL2BAOC///0v/u///k9lGZM2LF26FHl5ec+UQ9dGwRFNfPDBB3jrrbfw1VdfITY2Flu2bMGFCxfw5ZdfCh2axpYvX44rV66o3ETt1KkTXn/9dcTGxlb6dxP796Gypc91vSxywYIFSEhIgEwmU/lZLT+XupUIvr6+aN26Nbp166bSQFksP+dET9PrmSSgZuWoqfaCg4Nx5swZvPrqq8pjEomk2iQJqHnVL02KCMyfP1/5dWlpKY4ePfpc3e71sTHxwIEDlV+Xlpbi2LFj1S73ad26NbKzs5VLVPLz8ystpFAX3nzzTSQlJeHmzZuQy+XPtbFdk95FmqoYi0wmw6lTp/D666+rHaPL6oBi5ePjAx8fH2zdulXUsyerV6/GlStXsHXrVhQWFmLz5s04e/ZstcVNNPH48WPUq1cPKSkpKsfFcvF4+/ZtjB49Grt27YKJiQn8/f0xatQoocOqlZr29APE/33YvXv3MwUV/vjjjzo9x4oVK7BixQrMmjUL4eHhNRrbpEkTFBUVIS0tTeW4WH7OiZ6m10lSTctRU+0lJycjISGhxlWaNKn65e/vj65duyqLCEyePLnaIgI9evRQedy7d294enpi9uzZasfpY2Pipz+Y3N3d8fbbb6sdo1Ao4Obmhr59+0IqlSI1NRXNmjVTlm+vi+a65XtWlixZUumsn7pqhJr0LtLU0xf406ZNw7vvvqt2jC6rA4qdl5cXAgICnqt6oRBOnDihnJVu3rw5vvzyS7i7u2slSWrUqFGVM7tiYGZmhpycHOXvY3p6uugq8WmipjdRxfp9uHTpEhQKBQICAlSWsMpkMixcuBBJSUl1fs7169cjJiZG+ftra2uLsWPHqtwEetqyZctw8uRJDBkyBDk5OThx4oSyFyGRGOl1klTTctRUe+3bt0dBQUGNPzg0KecN1LyIQMX9OAqFAlevXsXjx4+rHaePjYkrVvwr/148ePBA7Zinf3cmTJhQ53F16tQJQOUXK9Vtjta0d1FduH37Nu7cuaP2NZok9voqKCgItra2+PTTT5XVCwMDA+sk0a4rubm5yps1jx490trm/NTUVBQXFyuXYYrNggULMHXqVPz111/w9vZGdnZ2lbMtLwpNbqJW9n1Yu3atDqOu3PHjx5GWloY7d+6ofC4ZGxvD29tbK+cMDQ3FrVu34OHhAYVCgbi4OPz555/KEvqVWbRoEYyNjZXVEtPS0nDx4kWtNbwlqi29TpKMjIxgbGys/GCTSqVq73JQ7clkMjg5OaFz584qH/jVXfhoUvVLkyICFT9AJBIJLCwssHLlymr/XvrYmLjirJFEIoGlpSUWL16sdowumueWJw03btzARx99pPLc0qVL1fY306R3kaYqVgkEnlRCnDt3brXjdFUdUOxqUr1QCL6+vhg9erRyD9zFixef+XmsKyYmJhg8eDA6duyosvxXLAlj9+7dERUVVaOlr2KnyU3UW7duifL7UD67GR8fr7NiQmfOnMHBgweV72eOjo7Vztr//vvvyup7lpaWWL58uaiWKxI9Ta+TpJqWo6ba03SPgSZVv44fP65SRGDs2LFwd3dX+yG3e/dujeLTx8bEYi3rGxwcjKysLFy4cAGXL19WHpfJZLh3757asZ06dVImehUvwLVBkyqBuqwOKHY1qV4ohJEjR8Le3h4XLlyAkZERPvnkE60tBay4V1KMMjIyEBUVhYcPH6ocf5FnkzS5iRoREQEXFxflbLfYvPrqq9i5c2eNqsRqqqysDIWFhWjQoAGAJ/vqqusbaGRkhMzMTLzyyisAniSdhthrkF4cev3TqWk5atKcpjMNNSnnXU6TIgLDhw+HXC5XPpZIJDAzM0P79u0REBCgfPN+miY9NcTu6f0zFb8Xvr6+gpX3nTp1KrKysrBixQpMnz5dOVNjZGQEa2vrSsfUpneRpp7eQ1Lx++fj41PpBb8mib2+CgwMxIwZM1SqF65evVrgqP4nMzMTv/76K1xcXLB06VLs2LED8+fP10qfFzs7O/zyyy+4evUqxowZgwsXLmitkp4mZs+ejfHjxz9TFOBFpslN1JYtW2L69OnPVGcr35MptODgYMybNw+JiYkwNjZGdHQ0/Pz8tJIkvfvuu/Dx8VFeUx05cqTaPZkBAQF45513lD9Hd+7cEbxhMpE6ep0kAU/e1IYOHaq80EpLS3uuSmukW5pU/dKkiMDAgQPRtm1bjBkzBgCQkJCAixcvYujQoQgMDKxypkkfGxOXLxXx9PSERCJBYmIibt26hVatWmHBggXKRpK6ZmVlBSsrK2zevBlff/01Pv74Y2RmZiIiIqLKO+616V2kKalUiocPH8LDwwMSiQSHDx9Gfn4+jI2NERgYWOkFvy6rA4qdJtULdSkgIADjxo3DkSNHcP36dcybNw+hoaH49ttv6/xcFffHODs7i67IUJMmTfDee+8JHUad0uQmas+ePZVfV2xaLSY1rRKrKW9vb3Tv3h3nzp2DXC7H2rVr0aVLF7Vj+vXrp2zGa2xsLLrfeaKn6XWSVJty1KRbmlT90qSIwLlz51Q2lvr4+CAqKgrLly+vsu8NoJ+NidPT01X2gHTu3BljxozBmjVrRLE3ZP78+crKRy1atIC9vT0+/vhjfPXVV8+8tvzOpCa9izR1+fJlle+To6MjvLy8EB4eXuW+AF1UB3yRmJiYiHbp0uPHjzFq1CgEBARg1KhR6NWrl9YujCvuj7GwsBBdkaGJEyciICAAdnZ2KsujXsQZ9IpqehNVG+8jdam8Suy5c+eeu0psbXTp0qXaxKgiTZrGEwlJr5MkTctRk+5pUvVLk6V9ZmZmiIuLg6urKwAgKSkJDRo0QGZmJtT1Vdakp4bYKRQKlYuCCxcuQCqVIi8vTxTlzXNzc+Hp6QngSU+i0aNHY+fOnWrHaNK7SFPFxcW4efMm2rVrB+BJIQKZTIbS0tIqf5Z0UR2Q6oaZmRn27duHU6dO4ZNPPsGhQ4eeaZ5ZV8ReZCgyMhKmpqa4dOmS8phEInmhkyR9vIlaXiV2+/btNaoSqyu6XA5IVBf0OknStBw1CUMXVb/CwsIQEhKCZcuWwcjICPb29li9ejWOHDlSbeUqfWtM/PnnnyMwMBD379+HRCJBs2bN8Pnnn2PPnj2YNGmS0OHB0tIS8fHxcHJygkQiQVJSUrUVDzXpXaSpwMBATJo0Ca1bt4ZCocC9e/cQEhKCL774osoqT7qoDkh1Y+XKldi7dy9CQ0PRtGlTnDt37rkqYWpC7EWGHj16pHHRG7HSx5uolpaWKu93YmzWrKvlgER1QaJQd/v8BTd16lRcunSpxuWoSfeervqVmJio1apfFfufPI+Kewaio6MxYcIEUe0ZqI28vDwYGRnB3Nxc6FBU/PPPP1i6dClSU1NhYmKCN998E0FBQWjduvVz/xmZmZl47733tFbJTyaT4cqVK5BKpbC2toaJiQkUCoXW+unok6ysLOzZswd5eXkqM29i2sidn5+PR48eqcRXk5+/mjh9+jR+/vlnyOVy2Nvbi6rIUGhoKNq1a4dBgwapzKa9qEuNAWDGjBlYvnx5jQvUFBYW4u+//0bnzp1VqrsZmtLSUpw5cwa5ubkqx9XNLk6aNAk9evRATEwMvv/+e3zzzTdITk7Grl27tBsskYb0OklKTU2t9Djv5oqPk5OTStWvkpISuLu74/Dhw3V6nkuXLuHjjz9GUVERoqOjMW7cOISFhaF79+5qx7m7uyv3DMTFxeHx48fw9PSs8/h0KTMzE4sWLcLt27fxzTff4KOPPkJISAjatm0rdGgaq6p3UcWeUHUlJycHq1atQlZWFtavX4+VK1ciICCg2tkuesLb2xv9+vVDp06dVJLK8n1/Qtu0aRO++uorlUSgvMBJXUtLS1N5LJFIYGpqirZt24qiD9vw4cMhk8lUjkkkEhw9elSgiGpPk5uop06dQkhICEpLSxEVFYWRI0di5cqVcHBw0EXINZaTk4O4uDhMmTKlzv/s2bNn4969e7C2tlb+/kokEgQHB1c55sGDB4iPj4etrS1sbGywdetWeHl58T2TREuvl9sxGXpx6KrqV/lm1jlz5qB58+ZYsWIFgoODqy1UIPY9A5oICgqCv78/Pv/8czRr1gxjxozBJ598gsjISKFDAwBlV/aKjI2NkZSUVOUYTXoXaWrx4sV466238NVXX8Hc3BxWVlb4+OOP8eWXX+oshheZTCbDnDlzhA6jSnFxcThy5IhOkhSx92H74YcfBD2/NmiyFG39+vWIjIzElClT0KxZM0RGRmLWrFmiS5LOnDmD6OhoHDt2DH379tVKknTt2jUkJCTUaIylpSX69u2LvLw8pKWloWfPnrh+/TqTJBItvU6S6MWhq6pfpaWlyo32AGBra/vMHdLKiH3PgCYePnyociPBw8MDO3bsEDAiVdHR0cqvZTIZjhw5gry8PLVjNOldpKnbt29j9OjR2LVrF0xMTODv78/u8TXg4OCAmJgY9OvXT+VOvliWcLVp0wYvvfSSTs6lj33YxE7Tm6gVL+jbt29fV+HU2p07dxATE4PY2FiUlZWhoKAAhw4d0lqMXbp0wY0bN2r055cXy2jbtq3K7NOLXCyD9BuTJBIFXVX9atGiBVJSUiCRSFBcXIy9e/eiRYsW1Y7Tx8bEjRs3xo0bN5QfVj/88AMaNmwocFT/8/LLL6s8njhxIjw8PNSW4dWkd5GmzMzMkJOTo/z+paen69UmcG07ePAgAGDjxo3KY2JawmVpaYmRI0fizTffVEni1C0n0pQ+9mHTRx07dkRsbCzkcjmuX7+OyMhIUZSwnzFjBq5du4bBgwcjNDQUvXr1wtChQ7WaxN28eRNubm5o2bIlTE1NlXsx1S1H1cdiGaTfmCSRKOhqaeRnn32GkJAQ3L59G4MGDYKdnR2WLVv2XGP1rTFxcHAwAgMDce3aNfTv3x8tWrTAqlWrhA5L6ekP26tXr1Z7wahJ7yJNLViwAFOnTsVff/0Fb29vZGdnY+3atXV6Dn2mrWIadWXAgAEYMGCATs4l1j5sW7Zsga+vL86dO4devXoJFodYLFmyBJs2bUK9evUwb9489OnTB0uXLhU6LDx8+BAWFhaoX78+zMzMIJFItF48Jjw8vMZjWHGYXjRMksigbN26VaMLWX3sqXHs2DF88803KCwsRFlZmeiq250+fVrlsYWFBdavX692jCa9izR169YtREVF4ebNm5DL5eweX0MPHjzA8uXLkZycDLlcjt69eyMoKEgrexE1MXr0aBQWFqKoqAgKhQJyuRy3bt3SyrnE2odt79696NWrFxYvXozQ0NBnnq+u4I2+OXjwIKZMmYJ58+YJHYqKvXv3IjMzEwcPHsRHH32EsrIyPHz4ENeuXUPHjh21cs42bdogJiZG5fd33LhxasfIZDI4OTmx4jC9MPS6uh3R00aPHo1vv/1W5Q36eYwYMQLx8fF6dRE8cuRIxMfHCx1GnTpz5gwWLVr0TO+in376CfXr18eMGTPq7Fyurq413rhM/+Pn5wdbW1t4eXlBoVAgJiYGP//8s2gumCIiIrBz506UlJTA0tIS2dnZsLGxQWxsrNCh6UxUVBQSExORnp6Orl27qjwnkUjw9ddfCxSZMEJDQ3H06FG0bdsWbm5uGDZsmChLgP/yyy84ePAgkpKS0KlTJ3zzzTd1fo6VK1fi1q1b8PDwgEKhQFxcHFq2bInFixdXOYYVh+lFwySJDIq3tzcyMzPRsWNHmJmZKY9Xd2GmaU8NMZs4cSJyc3Px+uuvq3wvtLHnoibKy3iXMzExgZGREYqKitCwYUP89NNPasfrqnfR+++/DyMjI3Tr1k3l+1debITU8/DwQFxcnMoxMSXurq6uiI6OxrJlyzBjxgxkZmZi586d2L59u9Ch6dzWrVtF2ZhUKOnp6UhKSsKpU6fQoUOHame4hVJSUoJjx45ppcjQqFGjcPDgQeX7qlwuh5ubW7VtMa5fv46CggLlmFu3btX5UmiiusLldmRQ5s+fr9E4fVwm4OnpKXQIlSov4/3pp5+iT58+yn0aP/74I44fP6527NO9i4KCgrTWu6hnz57Kr4uLi+v8z9d3xsbGuHLlCl577TUAwB9//CGqmdqGDRuiQYMG6Ny5MzIyMjBixIhKl5wZAi8vLwQEBIh2aaQuFRcX486dO/j333+hUCi01ly4Jp6u6vk0bSRJZWVlKs10Hz9+DGNj9ZeUS5YsQUpKCnJzc9GhQwdkZGSgZ8+eTJJItJgkkUHRdFpfH++ijh49WugQ1EpPT1fZFD1s2LBqNwvrsneRuip7VL3AwEDMmDEDzZs3B/CkwpuYCoe0adMGu3btQrdu3bBx40YYGxsbbDIcFBQEW1tbfPrpp8qlkYGBgS/0TSJNzJ07FxcuXMDAgQPh7e0Ne3t7rRdIeB4DBw585tgff/yBHTt2wN7eXivnfPfdd+Hj46MsZvTjjz/i3XffVTsmLS0NCQkJ+OyzzzBx4kTIZDJRFL4gqgqTJKLnwDXTutekSRNs2bIFzs7OUCgUKn1kqsLeRS+ON998E0lJSaItfBEcHIzjx4+jV69eGDRoEGJiYgRfiiqUrKwsREREKB9Pnjy52gbc+sjV1RWhoaEwMTEROhQV5bPtwJMldhEREdi/fz+WLVsGd3d3rZzT29sb3bt3x7lz5yCXy7F27Vp06dJF7ZhGjRrB2NgYHTt2REZGBtzc3JRL74jEiEkSEYnS2rVr8cUXX8DPzw8A0KdPn2r7HLF3kfiVl5VesmRJpXfhxZKIzJgxQ7nh/b333sN7770ncETCEfvSSG0r/5k9ffp0pXsixfIzm5aWhqCgIPTo0QOHDh3Syh7aM2fOoH///soWDeXn+PPPP/Hnn3+qJGxPs7GxQWhoKEaOHImgoCDk5OSgrKyszmMkqitMkogMWGZmJq5fv46BAwfin3/+wSuvvCJ0SEoWFhZYsGABTExMcOvWLWRmZlZbplzXvYsKCwvx999/o3Pnzirr86lq5c0333jjjWeeE8PSpXKmpqa4dOkSXn/9dYNv6FrZ0si6bMwsdmL/mX306BFCQ0Nx9uxZBAcHo1+/flo717lz59C/f/9nWjSUU5ckzZs3D7///jtsbGwwY8YMpKSkiGqJLdHTWN2OyEDFxcVh586dyM/PR1RUFDw8PDBnzhyMGTNG6NAAABs3bsT169cxZ84cjBs3Dq+99hqsrKzUrmFPTEzEW2+9pZMlXKdOnUJISAhKS0sRFRWFkSNHYuXKlXBwcNDK+fTN2rVr8dFHH6kcW7p0KT799FOBIlLVv39/3L9/H0ZGRjA2NlZWSPz111+FDk0QpaWlol0aqSti/ZkdMGAAHj58CGdnZ7z00kvPPK+Nma4ffvgBw4cPVzl24MABtXtdxVS9kuh5cCaJyEDt3LkTkZGRGDduHJo2bYqDBw9iwoQJokmSEhMTERMTgx07dmDkyJH45JNPqo0tIiICLi4uyju/2rR+/XpERkZiypQpaNasGSIjIzFr1iwmSdUIDg5GVlYWLly4gMuXLyuPy+Vy3L17V8DIVJ04ceKZvScPHjwQKBrhmZiY6OT3SozE/jOry+a2e/fuRUFBAXbv3o2//vpLeVwulyMmJkZtkmRtbY3vv/8eXbt2VUnmmjZtqtWYiTTFJInIQBkZGal8UFlYWMDIyEjAiFRJJBKYmZnhxx9/xMKFC1FaWorCwkK1Y1q2bInp06frrHdRxdLi7du318o59M3UqVORlZWFFStWqPy7GBkZwdraWsDInsjJyYFCocCkSZOwa9culC+2kMlkmDx5snIvBhkOsf/MVkxMcnJyYGpqqrWlv61atcLvv/+OsrIylWqPRkZGWLFihdqx6enpyhYP5SQSCY4ePaqVWIlqi0kSkYHq1asXwsPD8fjxY5w6dQrR0dGwtbUVOiyl4cOHw8HBAa+88gp69+4NLy8vuLq6qh2jy95FHTt2RGxsLORyOa5fv47IyEiDvdNeE1ZWVrCyssKBAwdQWFiIoqIiKBQKyOVy/Pnnn3jzzTcFjS80NBSpqanIzs6Gl5eX8riJiQkGDRokYGQklIYNG8Le3r7SRsJyuVyAiFTJZDKsW7cOsbGxyhtdRkZGGDduHHx9fet035SjoyMcHR3h6ur6zI2h0tJStWN3796NNm3aqBz7448/6iw2orrGPUlEBkoul2Pfvn34+eefIZfLYW9vj3HjxomqvG1+fr6yWMOtW7dgZWUlcET/U1hYiE2bNim/f3369IG/v3+1xSXoiYiICOzcuRMlJSWwtLREdnY2bGxsEBsbK3RoAIAvv/wS77//vtBhiEJWVhb27NmDvLw8VLxkWL58uYBR6Y6vry+2bNmCIUOGQCKRqHwPxDATsnr1auTk5GD+/PnK2e179+5hzZo1aNq0qcZN1NU5ceIEIiIiUFhYqLzJkZ+fjzNnzjzz2kuXLkGhUCAgIEClIbPUx6c8AAAzfklEQVRMJsPChQuRlJRU5/ER1QUmSUQGavXq1XBzc6u2t4VQxH5hFhkZCScnJ62U2TUErq6uiI6OxrJlyzBjxgxkZmZi586dld6tJ2F5e3ujX79+6NSpk8qshLpKZqQ7zs7OSEhIeKYKY0lJCd5++20cPHiwzs9ZXsZ7x44dmD59Ok6ePIm8vLxKi0SEh4cjLS0Nv/32G7p27ao8bmxsjAEDBvBmBIkWl9sRGahWrVohJCQEubm5cHZ2hpubG9q2bSt0WEpz585Fv3790L9/f1GU2X1aZmYmxo4di7Zt28LNzQ3Dhg1jCfAaaNiwIRo0aIDOnTsjIyMDI0aMULnLTOIhk8kwZ84cocMQXHp6Os6fP4/x48fDz88PV65cQVBQEIYNGyZoXKamppWWqa9Xr57WytebmZnBzs4O586dw6NHjzB37ly4ublV+tpZs2YBAOLj4zFy5EitxEOkDYbd/IHIgL3zzjvYvXs3vvrqK1hYWGDOnDkqezCEVn5h5urqChcXF+V/1SksLERGRgYUCoVWu7kHBAQgKSkJH374Ia5cuYKxY8di9uzZWjufvmnTpg127dqFbt26ITo6GkePHtX6PrLnsX//fgBPkmB6wsHBATExMfjnn39w//595X+GJjg4GJ06dUJiYiKMjY0RHR2NzZs3Cx2WIDeRGjRogF9//RWdOnXC6dOn8ejRIxQVFakdwwSJXjScSSIyYP/++y+SkpLw/fffo169elXeCRRC+YVZv379YGpqqjyurlysrnsXFRcX486dO/j333+hUCjQunVrrZxHHwUHB+P48ePo1asXBg0ahJiYGK30c6mpDRs2oF+/fvjggw9UqtuVM8RyxeXLtTZu3Kg8Joa9OELo378/Zs2aBWdnZ7Ro0aLaYgW6cP369UpvICkUCvzzzz9aOeeiRYsQFRWFBQsW4MCBAxgyZAhmzJihlXMRCYV7kogMlLe3Nx4/fgwXFxe4ubnhlVdeETokFUOGDHnmWHUXZmPGjMG2bdswZcoUxMXF4caNG5g1a5ZWGhjOnTsXFy5cwMCBA+Hq6gp7e3tRLgsUm+pmIIROQtavX4/4+Hjcvn0bzZs3V3nOUBMDemLSpEno0aMH9u3bh6SkJHzzzTdITk7Grl27BI0rKytL7fNPV5TTtS1btsDX1xfnzp1Dr169BI2FqCaYJBEZqIyMDNEWbdDUmDFjEBsbCw8PD8TFxQHQXpf3H3/8EQ4ODqKqBvgiqKxCWDkxJSHLli3D4sWLhQ5DFB48eIDly5cjOTkZcrkcvXv3RlBQEJo1ayZ0aDr14MEDxMfHw87ODl26dMHWrVvh5eWl0i9N3zk7O6u9GVRZHzEHBwesWbMGixcvrnTfYffu3es0RqK6wiSJyMB89tlnCAoKwtSpUyv9sNu2bZsAUT3r77//RlRUlLLEbFlZGW7duoUdO3ZUOeaTTz6BnZ0ddu7ciXXr1iEyMhI5OTlYu3ZtncVVfld0yZIllX7/xLBkjGqvqKgIW7ZsUUkM/P39DbI4h5+fH2xtbeHl5QWFQoGYmBj8/PPPonmv0KXk5GSkpKRAJpOhd+/ecHR0FDokndJk1ioqKgqJiYlIT09XqW4HPLkx8vXXX9dpjER1hUkSkYEpL8Oamppa6fN2dnY6jqhyY8eOxYABA3Ds2DF4eHjg2LFjaNu2LZYuXVrlGF30Ljp27BiGDBmCAwcOPPOcRCKBh4dHnZ1Ln02cOLHSJFMsF0wLFy6Eubk5xowZAwCIiYnBgwcPsGbNGoEj072KM7PltDVDK2bbt2/HkSNH4OrqCoVCgYSEBDg4OMDPz0/o0HRuw4YNlR739/evcszWrVsxffp0bYVEVOdYuIHIwJTfydu/fz9WrFih8twHH3wgmiSppKQE/v7+KC0thY2NDcaOHQtPT0+1Yw4ePIgpU6Zg3rx5WourfK/UjRs38NFHH6k8t3TpUiZJz6lig8vS0lIcPXoUZmZmAkak6r///a9Kf5nFixfD1dVVwIiEY2xsjCtXruC1114DAPzxxx+oV6+ewFHp3qFDh7Bv3z5lIRkfHx94enoaZJJU8d9fJpPh1KlTeP3119WO8fLyQkBAgMEv26QXB5MkIgMzd+5cZGRk4J9//kF6erryuFwuF1Vj1Hr16qGgoADt27fHpUuXYGtrC7lcrnaMLnoXBQcHIysrCxcuXMDly5eVx+VyOe7evVun59JnPXr0UHncu3dveHp6iqqM+t27d5UXcNnZ2TA2NsyPzMDAQMyYMUNZyCI7OxurVq0SOCrdk8vlMDIyUj6WSqVa60Mkdk/PCE2bNg3vvvuu2jFBQUGwtbXFp59+qly2GRgYaJDLNunFwOV2RAYmPz8fubm5WLFiBRYuXKg8bmxsjKZNm4rmQvDIkSP49ttvsXbtWvj4+KB+/fp49dVXERYWVu3Y9PR0JCUl4dSpU+jQoQPWr19fZ3HdunULWVlZz3z/jIyMYG1tDQsLizo7lz6rmKArFApcvXoVX375JQ4fPixgVP9z9OhRLFu2DG+++SYA4Ny5c1i8eLHgjUOFUlpaips3b0Iul6NDhw4GOZO0YcMGnD17Vtnvp7yIw4cffihwZMLLzMzEe++9h2PHjlX5Gi7bpBeNOK6GiEhnzM3NYW5ujg0bNuD69evKhqtyuRypqamiafhXWlqK7du3QyKRYP/+/bh58+ZzVePTdu+ihg0bwt7eHtu3b3/muepmuuh/Ks5ESCQSWFhYYOXKlQJGpGro0KF44403cOnSJcjlcixcuBAvv/yy0GHpFIuUqPL390fXrl1x9uxZKBQKTJ48udJWBYage/fuKlUqzc3NMXfuXLVjuGyTXjRMkogM1JIlS5CSkoLc3Fx06NABGRkZ6Nmzp2iSpIiICGWDxPr16+P//u//qh1TsXeRt7e3VnoXBQQEYMuWLXj77befKWUtphLWYrd7926hQ6hW06ZNMXjwYKHDEEynTp0AAG+88cYzzxlqT7Dyv7eJiQnq168vcDTCqTgT/LwqW7a5evXqug6NqM5wuR2RgXJxccGhQ4fw2WefYeLEiZDJZFi6dCn27t0rdGgAgPfffx9GRkbo1q2byob+adOmVTmGvYteHMOHD1eZeZNIJDAzM0P79u0REBAguubGhmzt2rWVFin59NNPBYpIGCtXrkR6ejqcnJygUCiQmJgIBwcHzJw5U+jQdK7iUmNA9ffXx8enyhkiLtukFwlnkogMVKNGjWBsbIyOHTsiIyMDbm5uyqV3YtCzZ0/l18XFxWpfW74s6PTp0/jpp5+eeV4by4LS09Nx/vx5jB8/Hn5+frhy5QqCgoIMds9KTQ0cOBBt27ZVlthOSEjAxYsXMXToUAQGBr4QM036jkVKVB0/fhwJCQnK4g1jx46Fu7u7QSZJUqkUDx8+hIeHByQSCQ4fPoz8/HwYGxsjMDCwyhkiExMT5QwlkdgxSSIyUDY2NggNDcXIkSMRFBSEnJwclJWVCR2WkoWFBSZMmKBybMuWLZW+VohlQcHBwZg3bx4SExNhbGyM6Oho+Pn5MUl6TufOnUNQUJDysY+PD6KiorB8+fIqe7Do0sOHDxEfH4/c3FyVJZXq+sDom6lTpyqLlFScwS0vUmJoWrdujezsbLRq1QrAkyI4hlq++vLly9i/f7/ysaOjI7y8vBAeHi6aJdtEtcUkichABQYG4vz587CxscHMmTORnJwsirK+4eHhyMnJQVJSEq5du6Y8Xl5YwtfX95kxQvUu6t+/P2bNmgVnZ2e0aNECpaWlWjmPPjIzM0NcXJyy91BSUhIaNGiAzMxMiGEV+OzZs/Hyyy8b9F1vKysrWFlZ4cCBAygsLERRUREUCgXkcjn+/PNPZeU/Q6FQKODm5oa+fftCKpUiNTUVzZo1UyaQhlTKuri4GDdv3kS7du0AAFlZWZDJZCgtLRXF7y9RXeCeJCIDlZaWpvJYIpHA1NQUbdu2RePGjQWK6skytuvXryM8PByzZs1SHi/fn9S+fftnxlRcFlRxmV75siBtlJidNGkSevTogX379iEpKQnffPMNkpOTsWvXrjo/lz76999/ERISgpSUFBgZGcHe3h6LFi3CkSNH8Morr8DBwUHQ+Nzd3VWayRqyiIgI7Ny5EyUlJbC0tER2djZsbGwQGxsrdGg6lZqaqvZ5sTTi1oUzZ85g0aJFaN26NRQKBe7du4eQkBD89NNPqF+/PmbMmPHMmKysLOzZswd5eXkqidTy5ct1GTrRc2OSRGSgJk2ahN9++w19+/YF8OQCoFWrVigoKICfn5/WZl+eV0FBwXM3ghWid9GDBw+UfVK6dOmCrVu3wsvLC02aNKnzc+mz3NxcUfaW+s9//oPhw4ejT58+BlvJrZyrqyuio6OxbNkyzJgxA5mZmdi5c2elZfDJcMhkMly5cgVSqRTW1tYwMTGBQqGo8vfF29sb/fr1Q6dOnVReU17FlEhsuNyOyEDJ5XLEx8cr19ffu3cPAQEB2LNnD8aPHy94kvS8CRIgTO8iS0tLdOrUCYcPH0Z8fDx69+7NBKkGLl26hI8//hhFRUWIjo7GuHHjEBYWhu7duwsdGgDg2LFjiIyMhFQqVTZYlkgk+PXXXwWOTPcaNmyIBg0aoHPnzsjIyMCIESMQGhoqdFgkoJycHKxatQpZWVlYv349goKCEBAQoPY9UCaTYc6cOboLkqiWmCQRGajs7Gy0bNlS+bhJkya4e/cuzM3NIZVKBYys5oToXbR9+3YcOXIErq6uUCgU2LRpE/773//Cz8+vzs+lj0JCQrB582bMmTMHzZs3x4oVKxAcHKyyGVxIJ0+eFDoE0WjTpg127dqFbt26YePGjTA2Nq624iTpt8WLF+Ott97CV199BXNzc1hZWeHjjz/Gl19+WeUYBwcHxMTEoF+/fjA1NVUeb9q0qS5CJqoxJklEBmrw4MGYMmWKcqnDkSNHMGjQICQmJr5wH1rlVe+OHTums3MeOnQI+/btU37Y+/j4wNPTk0nScyotLVVu+gYAW1tbyGQy4QJ6SnFxMTZv3ozk5GTI5XL07t0b/v7+NZrh1BfBwcE4fvw4evXqhUGDBiEmJkYrZfXpxXH79m2MHj0au3btgomJCfz9/TFq1Ci1Y8r3+G3cuFF5jA24ScyYJBEZqIULF+Lo0aNITk6GkZERxo0bB0dHR1y8eBFr1qwRLK7u3bsr16s/vWWyuuVOuuxdJJfLlf1SgCd9Q160GTghtWjRAikpKZBIJCguLsbevXvRokULocNSCg4Ohrm5uTIZiImJwaeffiro74au3b9/X/l1//79cf/+fbi5ucHNzU3AqEgMzMzMkJOTo3yvTk9Pr7YxrC5vYhHVBRZuIDJgv/zyC65evQpPT09cvHgR9vb2QodUK56enpg3bx7u3r2LpKQkBAcHw8/PDzExMXV+rg0bNuDs2bPKniDlRRw+/PDDOj+XPrp//z5CQkKQnJyMsrIy2NnZYfHixaJJlCqrbufq6oqEhASBItK9IUOGPLN8tRxnAAxbeno6goODcfPmTXTs2BHZ2dlYu3at2rLwDx48wPLly1VmZ4OCggy21xSJH2eSiAzUtm3bkJycjKysLLi4uGDZsmVwcXERTff4v//+G1FRUSgsLIRCoUBZWRlu3bqFHTt2qB2nq95F/v7+6Nq1K86ePQuFQoHJkycr+zVR9bZu3Yq1a9cKHYZad+/eVV7AZWdnKws4GAre+aeq3Lp1C1FRUbh58ybkcjk6dOhQ7UzS4sWLYWtri08//RQKhQIxMTEIDAw0qP5S9GIxrHd8IlL67rvvEBsbCy8vLzRu3BjR0dHw9PQUTZIUEBCAAQMGIDk5GR4eHjh27Bjatm2rdkyjRo0QFhaGX375RVkYQJvlpcuXmpiYmKB+/fpaO48+Sk1NRXFxscoGbjGZNWsWvL29lXfGz507h8WLFwsclTAmTpxYaVnnr7/+WoBoSAwiIiLg4uJSo2bLWVlZiIiIUD6ePHmyaAq1EFWGSRKRgTIyMoKxsbHy4kcqlarssRFaSUkJ/P39UVpaChsbG4wdOxaenp5qx4SFhSE+Ph47duxAw4YNIZVKERYWppX4Vq5cifT0dDg5OUGhUGDdunVwcHAQTZIpdiYmJhg8eDA6duwIMzMz5XGx3FUeOnQo3njjDVy6dAlyuRwLFy7Eyy+/LHRYgpg/f77y69LSUhw9elTl34wMT8uWLTF9+nR069ZN5Wdh2rRpVY4xNjbGlStX8NprrwEA/vjjj2pnn4iExCSJyECNGDECCxYsQF5eHiIjI3HgwAE4OTkJHZZSvXr1UFBQgPbt2+PSpUuwtbWttueRLnsXHT9+HAkJCcrEcuzYsXB3d2eS9JwqXniLyYEDBzB69OhnkrU///wTgPqLQH3Vo0cPlce9e/eGp6cnZs+eLVBEJLSePXsqv37ecvCBgYGYMWMGmjdvDuDJEtZVq1ZpJT6iusAkichA+fr64vTp07C0tMSNGzfg6+uLoUOHCh2W0pQpUzBr1iysXbsWPj4++O6779C5c2e1Y3TZu6h169bIzs5WNuPNz8/nBuQasLOzEzqESpVf8LEP0P+kp6crv1YoFLh69SoeP34sYEQkNH9//xqPefPNN5GUlFSjfUxEQmJ1OyIDdvXqVeTl5alUr7K1tRUwIlUKhQISiQSFhYW4efMmbGxsKt0bUW7UqFEqvYuKiorg6emJxMTEOo9t8uTJSE9PR9++fSGVSpGamopmzZopG/SKZdkYaWbPnj2YMGGCyrEtW7bA19dXoIiEM3HiROXXEokEFhYWmDp1Krp37y5gVPSiKP+9WbJkSaXv3+y5RWLFmSQiAxUcHIwzZ87g1VdfVR6TSCSiSZKysrKwZ8+eZ5K45cuXVzlGl72Lnl5W9/QFNb2YwsPDkZOTg6SkJFy7dk15XC6XIzU11SCTpN27dwsdAr3Ayos7vPHGG888p+6mF5HQmCQRGajk5GQkJCSIdrnD3Llz0a9fP/Tv3/+5P0idnZ0xefJkld5FI0aM0Ep8Yl0uRrUzePBgXL9+HSdPnlTZi2NkZIQpU6YIGJlwhg8frrIfUCKRwMzMDO3bt0dAQABeeeUVAaMjoRQWFuLvv/9G586dUVhYiAYNGlT6uvLWCDdu3MBHH32k8tzSpUvh4eGh7VCJNMIkichAtW/fHgUFBaJNkmQyGebMmVOjMexdRLXVvXt3dO/eHcOHD3/mou/OnTsCRSWsgQMHom3bthgzZgwAICEhARcvXsTQoUMRGBjImSYDdOrUKYSEhKC0tBRRUVEYOXIkVq5cCQcHh2deGxwcjKysLFy4cAGXL19WHpfL5bh7964uwyaqESZJRAZKJpPByckJnTt3VulVI5a9NA4ODoiJiUG/fv1U4mvatKnacexdRHUhMTERa9euxePHj6FQKCCXy9G8eXODbLB67tw5BAUFKR/7+PggKioKy5cvx4YNGwSMjISyfv16REZGYsqUKWjWrBkiIyMxa9asSpOkqVOnIisrCytWrFCpDmlkZARra2tdhk1UI0ySiAzU9OnThQ5BrYMHDwIANm7cqDwmkUhw9OjRKsewdxHVlZ07dyImJgZhYWGYPXs2kpOTkZycLHRYgjAzM0NcXBxcXV0BAElJSWjQoAEyMzPB2k+Gq2J7hfbt21f5OisrK1hZWeHAgQMoLCxEUVGR8sbDn3/+qWzYTCQ2TJKIDJTY99RocseevYuorpibm6NNmzbo3Lkzrly5Am9vb4NdVhYWFoaQkBAsW7YMRkZGsLe3x+rVq3HkyJFn9piQYejYsSNiY2Mhl8tx/fp1REZGKgs0VCUiIgI7d+5ESUkJLC0tkZ2dDRsbG8TGxuooaqKaYZJERKK0cOFClccVN4v7+PhUupeKvYuorlhaWiIpKQk2NjY4cOAA2rRpg6KiIqHDEkSrVq2wYcMG5ObmwsLCQnmcFR0N15IlS7Bp0ybUq1cP8+bNQ58+fbB06VK1YxITE3HixAksW7YMM2bMQGZmJnbu3KmbgIk0oJ3auEREtSSVSpGfn49hw4bhrbfeQmlpKe7du4fMzEwEBgZWOkahUMDNzQ3+/v6YNWsWXFxc8ODBA0ybNk1lLTxRdf7zn//g77//xoABA9C0aVMEBARg1qxZQocliEuXLsHJyQkeHh7Izs7G0KFDVRrMkuE5ePAgpkyZgtjYWMTFxWHBggUwNzdXO6Zhw4Zo0KABOnfujIyMDAwYMADZ2dk6ipio5jiTRESidPnyZezfv1/52NHREV5eXggPD1eW+H4aexdRXWnRooUysa4qKTcUISEh2Lx5M+bMmYPmzZtjxYoVCA4OVvn9JMOSmZmJsWPHom3btnBzc8OwYcOqLAFerk2bNti1axe6deuGjRs3wtjYGMXFxTqKmKjmmCQRkSgVFxfj5s2baNeuHYAnzWVlMhlKS0ur3Cwu9n1WJH7du3eHRCKBQqGo9P+//vqr0CHqXGlpqfL3EABsbW0hk8mEC4gEFxAQgICAAKSnpyMpKQnbt29Hhw4dsH79+irHBAcH4/jx4+jVqxcGDRqEmJgYBAcH6y5oohpikkREohQYGIhJkyahdevWUCgUuHfvHkJCQvDFF1/Azc1N6PBIT3EZ2bNatGiBlJQUSCQSFBcXY+/evWjRooXQYZHAiouLcefOHfz7779QKBRo3bp1pa+7f/++8uv+/fvj/v37cHNz4/s4iZ5EwfqdRCRSMpkMV65cgVQqhbW1NUxMTJR39Im06enCIeWWL1+u40iEd//+fYSEhCA5ORllZWWws7PD4sWLmSgZsLlz5+LChQsYOHAgXF1dYW9vX+X78pAhQ5SzsU+rrq0DkZA4k0REorJlyxb4+vpiyZIllX7ocnkG6cLAgQOVX5eWluLYsWOwsrISMCLhbN26FWvXrhU6DBIRV1dXhIaGwsTEpNrXGmIDZtIPTJKISFTKe2288cYbwgZCBs3FxUXlsbu7O95++22BohFWamoqiouLYWpqKnQoJLDym1inT5/GTz/99Mzz6m5iTZw4sdIbX19//XVdhkhUZ5gkEZGoDBkyBAAwevRo3Lt3Dy+//DIuXLiAa9eucQ076UzFfRQKhQJXr17FgwcPBIxIOCYmJhg8eDA6duwIMzMz5fFt27YJGBUJQd1NrOqWQc+fP1/5dWlpKY4ePary80QkNtyTRESiFBwcDJlMhnfffRdTp07FoEGD8PDhQ4SHhwsdGhmA8mQdeHLxZ2lpCX9/fwwePFi4oASSmppa6XFWkzRca9euxUcffaRybOnSpfj0009r9Od4enqylDyJFmeSiEiUfvnlF8THxyMsLAxvv/02PvzwQ3h5eQkdFhkI7qP4HyZDVC44OBhZWVm4cOECLl++rDwul8tx9+5dtWMrVo4sn519/Pix1mIlqi0mSUQkSlKpFEVFRThy5AhCQ0Px6NEjFBYWCh0WGYh3331X5bFEIoGZmRnat28PX19fWFpaChQZkXCmTp2KrKwsrFixQtlsGQCMjIxgbW2tduyqVauUX0skElhYWGDlypVai5WotpgkEZEovfPOOxg2bBgGDBiAbt26wcnJCVOmTBE6LDIQHTp0QL169eDp6QmJRILExETcunULrVq1woIFC7BlyxahQyTSuYYNG8Le3h7bt29/5jm5XK527O7du7UVFpFWcE8SEb0QioqKuMmXdKayvRJjxoxBbGws3N3dcfDgQYEiIxKOr68vtmzZUmnvo+p6Hg0fPlwlkao4OxsQEIBXXnlFq7ET1RRnkojohcAEiXRJoVAgLS0Ntra2AIALFy5AKpUiLy8PZWVlAkdHJIzyGVRN9uwNHDgQbdu2xZgxYwAACQkJuHjxIoYOHYrAwEDONJHocCaJiIjoKZcvX0ZgYCDu378PiUSCZs2a4fPPP8eRI0fQsmVL5YUekSFKT0/H+fPnMX78ePj5+eHKlSsICgrCsGHDqhzj4eGBuLg4lWPlM7aVPUckNM4kERERPcXGxgYHDhxAXl4ejIyMYG5uDgB47bXXBI6MSHjBwcGYN28eEhMTYWxsjOjoaPj5+alNkszMzBAXFwdXV1cAQFJSEho0aIDMzEzwfj2JkVToAIiInldUVBQiIyORn58vdCik5zIzM/Huu+/i7bffxuPHjzFx4kT8/fffQodFJBr9+/fHsWPH4OzsjBYtWqC0tFTt68PCwvDjjz+ib9++GDBgAH744QesXr0aJ0+efKbnEpEYcLkdEb0wwsPDMXToUOTk5GDgwIFCh0N6bNKkSfjggw/w+eefIy4uDnFxccokncjQTZo0CT169MC+ffuQlJSEb775BsnJydi1a1e1Y3Nzc2FhYaH9IIlqiTNJRPTCmDVrFl5//XUmSKR1Dx8+VGmi6uHhgYKCAgEjIhKPsLAwNG3aFDt27EDDhg0hlUoRFhamdsylS5fg5OQEDw8PZGdnY+jQoSoNZonEhkkSEYlSTk4OFi5ciHfffRcPHjzAggULkJOTI3RYZCAaN26MGzduQCKRAAB++OEHNGzYUOCoiMTB0tISnTp1wuHDh7Fq1Sp06tQJTZo0UTsmJCQEmzdvhoWFBZo3b44VK1YgODhYNwETaYBJEhGJ0uLFi2FnZ4fc3FyYm5vDysoKH3/8sdBhkYEIDg7G4sWLce3aNfTv3x+bN2/G0qVLhQ6LSBS2b9+OdevWoWnTpmjevDk2bdqEiIgItWNKS0vRrl075WNbW1vIZDItR0qkOVa3IyJRun37NkaPHo1du3bBxMQE/v7+GDVqlNBhkYE4duwYvvnmGxQWFqKsrExZ3Y6IgEOHDmHfvn0wNTUFAPj4+MDT0xN+fn5VjmnRogVSUlIgkUhQXFyMvXv3okWLFroKmajGOJNERKJkZmaGnJwc5XKn9PR01KtXT+CoyFDs378fAFC/fn0mSERPkcvlMDIyUj6WSqWQStVfUn722WeIjo7G7du3MWjQIJw/fx7Lli3TdqhEGuNMEhGJ0oIFCzB16lT89ddf8Pb2RnZ2NtauXSt0WGQgLCwsMHLkSLz++uswMzNTHuceCiLA2dkZkydPxsiRIwEA8fHxGDFihNoxW7du5Xs4vVBYApyIRKu0tBQ3b96EXC5Hhw4dOJNEOnPgwIFKj48ePVrHkRCJ04kTJ3D27FkoFArY2dlhyJAhal8/evRofPvtt8olekRix5kkIhKl9PR0nD9/HuPHj4efnx+uXLmCoKAgtR3dieoKkyEi9cqXQpuYmKB+/frVvt7ExASDBw9Gx44dVWZnt23bprUYiWqDM0lEJEqenp6YN28e7t69i6SkJAQHB8PPzw8xMTFCh0ZEZNBWrlyJ9PR0ODk5QaFQIDExEQ4ODpg5c2aVY1JTUys9XrEfGZGYcCaJiESrf//+mDVrFpydndGiRQuUlpYKHRIRkcE7fvw4EhISlMUbxo4dC3d3d7VJEpMhetGwuh0RiVKjRo0QFhaGc+fOwdHRUdmEkEhXMjMzceLECcjlcmRmZgodDpFotG7dGtnZ2crH+fn5aNasmYAREdU9LrcjIlF68OAB4uPjYWtrCxsbG2zduhVeXl7VdnUnqgtxcXHYuXMn8vPzERUVBQ8PD8yZMwdjxowROjQiwU2ePBnp6eno27cvpFIpUlNT0axZM7Rs2RIA9xmRfmCSRESidfXqVeTl5aHi25Stra2AEZGh8PDwQGRkJMaNG4e4uDjk5ORgwoQJSExMFDo0IsFVtb+oHJfWkT7gniQiEqXg4GCcOXMGbdu2VVZRkkgkTJJIJ4yMjPDSSy8pH1tYWKg0zyQyZEyCyBAwSSIiUUpOTkZCQgJ7I5EgevXqhfDwcDx+/BinTp1CdHQ0E3QiIgPCwg1EJErt27dHQUGB0GGQgfrkk0/QvHlzdO7cGVFRUbCzs8PChQuFDouIiHSEM0lEJEoymQxOTk7o3LmzSod2bggmXQgLC4ObmxvGjh0rdChERCQAJklEJErTp08XOgQyYK1atUJISAhyc3Ph7OwMNzc3tG3bVuiwiIhIR1jdjohEKzk5GSkpKZDJZOjduzccHR2FDokMzL179/DDDz8gJiYGUqkUMTExQodEREQ6wD1JRCRK27dvx7p169C0aVM0b94cmzZtQkREhNBhkQH5999/8d133+HQoUOoV68ePDw8hA6JiIh0hDNJRCRKo0aNwr59+5T7kYqKiuDp6ck+NaQT3t7eePz4MVxcXODm5oZXXnlF6JCIiEiHuCeJiERJLper9KWRSqWQSjn5TbqxdOlSdOnSRegwiIhIIEySiEiUnJ2dMXnyZIwcORIAEB8fjxEjRggcFem7zz77DEFBQVi9erWyiXFFrK5IRGQYuNyOiETrxIkTOHv2LBQKBezs7DBkyBChQyI999tvv6Fr165ITU2t9Hk7OzsdR0RERELgTBIRiVb5nXwTExPUr19f4GjIEHTt2hUAsH//fqxYsULluQ8++IBJEhGRgWCSRESitHLlSqSnp8PJyQkKhQLr1q2Dg4MDZs6cKXRopMfmzp2LjIwM/PPPP0hPT1cel8vlsLS0FDAyIiLSJS63IyJRcnJyQkJCgrJ4Q0lJCdzd3XH48GGBIyN9lp+fj9zcXKxYsQILFy5UHjc2NkbTpk1hbMx7i0REhoCloohIlFq3bo3s7Gzl4/z8fDRr1kzAiMgQmJubw8rKChs2bEBRURHu37+P+/fv459//mGCTkRkQHhLjIhESaFQwM3NDX379oVUKsXZs2fRvHlzTJs2DQCrjJF2LVmyBCkpKcjNzUWHDh2QkZGBnj17KqstEhGRfmOSRESi9PTeowkTJggUCRmitLQ0JCQk4LPPPsPEiRMhk8mwdOlSocMiIiId4XI7IhKlN954AxYWFrCzs8P9+/fx888/o0OHDrCzs2OFMdK6Ro0awdjYGB07dkRGRga6dOmCgoICocMiIiIdYZJERKIUEBCA+Ph4XLhwAWvXroWpqSk++eQTocMiA2FjY4PQ0FD07t0bO3fuxNdff42ysjKhwyIiIh1hkkREonT9+nXMmzcPhw8fhre3N2bOnInc3FyhwyIDERgYCAcHB9jY2GDmzJn4+++/sWrVKqHDIiIiHWGSRESiZGRkhL/++gtHjhzBkCFDkJWVhZKSEqHDIgNx8eJFSKVSpKWloVGjRnByckJpaSny8vKEDo2IiHSAhRuISJT8/f0xZ84cjB49GtbW1hg5ciTmzJkjdFhkICIiIvDbb7+hb9++AIDU1FS0atUKBQUF8PPzg4eHh7ABEhGRVrGZLBGJWl5eHho3bgyFQgGJRCJ0OGQgJk6ciNDQULRq1QoAcO/ePQQEBCA8PBzjx4/HoUOHBI6QiIi0icvtiEiUfvvtNzg5OcHd3R137tzBsGHDkJ6eLnRYZCCys7PRsmVL5eMmTZrg7t27MDc3h1TKj04iIn3Hd3oiEqVly5Zh8+bNsLCwQIsWLbBixQoEBwcLHRYZiMGDB2PKlCnYt28f9u3bhxkzZmDQoEFITExE06ZNhQ6PiIi0jHuSiEiUSktL0a5dO+VjW1tbyGQy4QIig7Jw4UIcPXoUycnJMDIywrhx4+Do6IiLFy9izZo1QodHRERaxiSJiESpRYsWSElJgUQiQXFxMfbu3YsWLVoIHRYZkMaNG8Pa2hqenp64ePEigCdNjomISP+xcAMRidL9+/cREhKC5ORklJWVwc7ODosXL2aiRDqxbds2JCcnIysrC9HR0ZgwYQJcXFwwc+ZMoUMjIiIdYJJERKK0fPlyLFy4UOgwyEC5u7sjNjYWXl5eiIuLw+PHj+Hp6YnDhw8LHRoREekACzcQkSilpqaiuLhY6DDIQBkZGcHY2FhZdl4qlcLIyEjgqIiISFe4J4mIRMnExASDBw9Gx44dYWZmpjy+bds2AaMiQzFixAgsWLAAeXl5iIyMxIEDB+Dk5CR0WEREpCNcbkdEopSamlrpcTs7Ox1HQobq9OnT+PnnnyGXy2Fvb4+hQ4cKHRIREekIkyQiIqJKXL16FXl5eaj4MWlraytgREREpCtcbkdERPSU4OBgnDlzBq+++qrymEQiYZJERGQgmCQRERE9JTk5GQkJCahXr57QoRARkQBY3Y6IROuXX35BZGQkSkpKcPbsWaHDIQPSvn17FBQUCB0GEREJhDNJRCRKFZt5Ojs7Y9myZWzmSTojk8ng5OSEzp07w9TUVHmc1RWJiAwDCzcQkSixmScJidUViYgMG2eSiEiU2MyThMRkiIjIsDFJIiJRYjNPIiIiEgqX2xGRaLGZJxEREQmBSRIRiVJaWprKY4lEAlNTU7Rt2xaNGzcWKCoiIiIyBEySiEiUJk2ahN9++w19+/YF8GQjfatWrVBQUAA/Pz94eHgIGyARERHpLe5JIiJRksvliI+PR6tWrQAA9+7dQ0BAAPbs2YPx48czSSIiIiKtYTNZIhKl7OxstGzZUvm4SZMmuHv3LszNzSGV8q2LiIiItIczSUQkSoMHD8aUKVPg4uICADhy5AgGDRqExMRENG3aVODoiIiISJ9xTxIRidbRo0eRnJwMIyMj9OnTB46Ojrh48SLatWsHCwsLocMjIiIiPcUkiYhE6/r16ygoKADwZI/SrVu3MHLkSIGjIiIiIn3H5XZEJEpLlixBSkoKcnNzYW1tjcuXL6Nnz55MkoiIiEjruPuZiEQpLS0NCQkJcHJywtKlSxEZGYmioiKhwyIiIiIDwCSJiESpUaNGMDY2RseOHZGRkYEuXbool94RERERaROX2xGRKNnY2CA0NBQjR45EUFAQcnJyUFZWJnRYREREZABYuIGIRKm0tBTnz5+Hvb29ssqdl5cXunTpInRoREREpOeYJBGRaKWnp+Phw4cqxwYMGCBQNERERGQouNyOiERp5syZuH37Nlq3bq08JpFImCQRERGR1jFJIiJRyszMxHfffSd0GERERGSAWN2OiESpb9++SElJYbEGIiIi0jnOJBGRKLVq1QqTJk2CqakpAEChUEAikeDXX38VODIiIiLSd0ySiEiU9u7di59++gkvv/yy0KEQERGRgeFyOyISpVdffRUSiUToMIiIiMgAcSaJiERJKpXCxcUFNjY2MDExUR7ftm2bgFERERGRIWCSRESiNG3aNKFDICIiIgPF5XZEJEp2dnZo2rQpzMzMYGZmBhMTE9y5c0fosIiIiMgAcCaJiERpyZIlSElJQW5uLjp06ICMjAz07NkTI0eOFDo0IiIi0nOcSSIiUUpLS0NCQgKcnJzw2WefITIyEkVFRUKHRURERAaASRIRiVKjRo1gbGyMjh07IiMjA126dEFBQYHQYREREZEB4HI7IhIlGxsbhIaGYuTIkQgKCkJOTg7KysqEDouIiIgMgEShUCiEDoKI6GmlpaU4f/487O3tcfToUSQnJ8PLywtdunQROjQiIiLSc0ySiEhU0tPT1T7fvXt3HUVCREREhopJEhGJysSJEwEAubm5uHXrFnr27AmJRIKLFy+iU6dO+PbbbwWOkIiIiPQd9yQRkajs3r0bwJNmsps2bYKVlRUA4Pbt21i0aJGQoREREZGBYHU7IhKlW7duKRMkAGjWrBmysrIEjIiIiIgMBWeSiEiU+vXrh2nTpmH48OEAgO+//x6Ojo4CR0VERESGgHuSiEi0kpKSkJaWBoVCgT59+uCtt94SOiQiIiIyAEySiIiIiIiIKuCeJCIiIiIiogqYJBHRCyEnJwc7duwQOgwiIiIyAEySiEjUzpw5g9mzZ8PBwQEpKSlCh0NEREQGgNXtiEh07ty5g5iYGMTGxqKsrAwFBQU4dOgQ2rdvL3RoREREZAA4k0REojJjxgy88847ePDgAUJDQ3H8+HE0bNiQCRIRERHpDJMkIhKVhw8fwsLCAvXr14eZmRkkEgkkEonQYREREZEBYQlwIhKdzMxMHDx4EIcOHUJZWRny8vIQGRmJjh07Ch0aERERGQAmSUQkar/88gsOHjyIpKQkdOrUCd98843QIREREZGeY5JERC+EkpISHDt2DE5OTkKHQkRERHqO1e2ISFQWLlyo9nkmSURERKRtTJKISFQGDhz4zLE//vgDO3bsgL29vQARERERkaHhcjsiEq2SkhJERERg//79mD9/Ptzd3YUOiYiIiAwAS4ATkSilpaVh1KhRuH37Ng4dOsQEiYiIiHSGy+2ISFQePXqE0NBQnD17FsHBwejXr5/QIREREZGB4XI7IhKVAQMG4OHDh3B2dsZLL730zPPBwcG6D4qIiIgMCmeSiEhU5s2bJ3QIREREZOA4k0REopWTkwNTU1M0aNBA6FCIiIjIgHAmiYhERSaTYd26dYiNjYWRkREAwMjICOPGjYOvry8kEonAERIREZG+40wSEYnK6tWrkZOTg/nz56NJkyYAgHv37mHNmjVo2rQp5s+fL3CEREREpO+YJBGRqDg7OyMhIQFSqWqHgpKSErz99ts4ePCgQJERERGRoWCfJCISFVNT02cSJACoV69epceJiIiI6hqvOIhIVLjniIiIiITGwg1EJCrXr1+Hi4vLM8cVCgX++ecfASIiIiIiQ8M9SUQkKllZWWqfb9OmjY4iISIiIkPFJImIiIiIiKgC7kkiIiIiIiKqgEkSERERERFRBUySiIiIiIiIKmCSREREREREVAGTJCIiIiIiogqYJBEREREREVXAJImIiIiIiKgCJklEREREREQVGAsdABERqXf27FmsX78erVq1wtWrV2FiYoI1a9YgJycHa9asQXFxMXJycjBq1CjMmTMHZ8+eRXh4OJo2bYpr166hdevW8PHxwddff40bN25g9uzZePvtt1FcXIyVK1fiwoULkMlkGDBgAD7++GNIpbx/RkREhk2iUCgUQgdBRERVO3v2LN5//30cPHgQ1tbWWLZsGYqLi1FQUID33nsPPXr0QE5ODhwcHHDy5ElcvXoV77//PuLi4mBtbY0xY8agbdu2CAsLQ2pqKj755BOcOHECX3zxBcrKyjB79mzI5XJ8/PHH6N27N8aPHy/0X5mIiEhQnEkiInoBWFlZwdraGgBgY2ODY8eOISwsDCdPnsSWLVtw5coVlJWV4fHjxwCAtm3bomPHjsqx/fr1g0Qiwauvvoq8vDwAwIkTJ5Cfn49jx44BAIqKitC4cWMB/nZERETiwiSJiOgFYGpqqvxaIpFAoVBgwoQJsLGxQf/+/eHq6ooTJ06gfHGAiYmJynhj42ff7svKyhAcHIy+ffsCAPLy8mBkZKTFvwUREdGLgQvPiYheQAqFAr/99hvmz5+P4cOH45dffkF+fj7Kysqe+8/o27cv9u7dC5lMhpKSEsyYMQNxcXHaC5qIiOgFwZkkIqIXkEQiwfvvvw93d3eYmZmhQ4cOeO211/DXX3+hXr16z/Vn+Pv74/PPP4eHhwdKS0sxcOBAjBs3TsuRExERiR8LNxAREREREVXA5XZEREREREQVMEkiIiIiIiKqgEkSERERERFRBUySiIiIiIiIKmCSREREREREVAGTJCIiIiIiogqYJBEREREREVXAJImIiIiIiKgCJklEREREREQVMEkiIiIiIiKqgEkSERERERFRBUySiIiIiIiIKmCSREREREREVAGTJCIiIiIiogr+H70QlHtGZborAAAAAElFTkSuQmCC “

<div class="input_area">
draw_graph(cell_cycle_subgraph)
</div>
regulation of transcription involved in G1/S transition of mitotic cell cycle regulation of transcription involved in G1/S transition of mitotic cell cycle mitotic cell cycle process mitotic cell cycle process regulation of transcription involved in G1/S transition of mitotic cell cycle->mitotic cell cycle process G1/S transition of mitotic cell cycle G1/S transition of mitotic cell cycle regulation of transcription involved in G1/S transition of mitotic cell cycle->G1/S transition of mitotic cell cycle mitotic cell cycle mitotic cell cycle mitotic cell cycle process->mitotic cell cycle cell cycle process cell cycle process mitotic cell cycle process->cell cycle process cell cycle G1/S phase transition cell cycle G1/S phase transition G1/S transition of mitotic cell cycle->cell cycle G1/S phase transition mitotic cell cycle phase transition mitotic cell cycle phase transition G1/S transition of mitotic cell cycle->mitotic cell cycle phase transition meiotic cell cycle checkpoint signaling meiotic cell cycle checkpoint signaling cell cycle checkpoint signaling cell cycle checkpoint signaling meiotic cell cycle checkpoint signaling->cell cycle checkpoint signaling meiotic cell cycle process meiotic cell cycle process meiotic cell cycle checkpoint signaling->meiotic cell cycle process negative regulation of cell cycle phase transition negative regulation of cell cycle phase transition cell cycle checkpoint signaling->negative regulation of cell cycle phase transition meiotic cell cycle process->cell cycle process meiotic cell cycle meiotic cell cycle meiotic cell cycle process->meiotic cell cycle mitotic cell cycle, embryonic mitotic cell cycle, embryonic mitotic cell cycle, embryonic->mitotic cell cycle cell cycle cell cycle mitotic cell cycle->cell cycle regulation of mitotic cell cycle, embryonic regulation of mitotic cell cycle, embryonic regulation of mitotic cell cycle regulation of mitotic cell cycle regulation of mitotic cell cycle, embryonic->regulation of mitotic cell cycle regulation of cell cycle regulation of cell cycle regulation of mitotic cell cycle->regulation of cell cycle meiosis II cell cycle process meiosis II cell cycle process meiosis II cell cycle process->meiotic cell cycle process mitotic cell cycle checkpoint signaling mitotic cell cycle checkpoint signaling mitotic cell cycle checkpoint signaling->mitotic cell cycle process mitotic cell cycle checkpoint signaling->cell cycle checkpoint signaling negative regulation of mitotic cell cycle negative regulation of mitotic cell cycle mitotic cell cycle checkpoint signaling->negative regulation of mitotic cell cycle negative regulation of mitotic cell cycle->regulation of mitotic cell cycle negative regulation of cell cycle negative regulation of cell cycle negative regulation of mitotic cell cycle->negative regulation of cell cycle positive regulation of cell cycle switching, mitotic to meiotic cell cycle positive regulation of cell cycle switching, mitotic to meiotic cell cycle positive regulation of cell cycle process positive regulation of cell cycle process positive regulation of cell cycle switching, mitotic to meiotic cell cycle->positive regulation of cell cycle process positive regulation of meiotic cell cycle positive regulation of meiotic cell cycle positive regulation of cell cycle switching, mitotic to meiotic cell cycle->positive regulation of meiotic cell cycle regulation of cell cycle switching, mitotic to meiotic cell cycle regulation of cell cycle switching, mitotic to meiotic cell cycle positive regulation of cell cycle switching, mitotic to meiotic cell cycle->regulation of cell cycle switching, mitotic to meiotic cell cycle regulation of cell cycle process regulation of cell cycle process positive regulation of cell cycle process->regulation of cell cycle process positive regulation of cell cycle positive regulation of cell cycle positive regulation of cell cycle process->positive regulation of cell cycle positive regulation of meiotic cell cycle->positive regulation of cell cycle regulation of meiotic cell cycle regulation of meiotic cell cycle positive regulation of meiotic cell cycle->regulation of meiotic cell cycle regulation of cell cycle switching, mitotic to meiotic cell cycle->regulation of mitotic cell cycle regulation of cell cycle switching, mitotic to meiotic cell cycle->regulation of cell cycle process regulation of cell cycle switching, mitotic to meiotic cell cycle->regulation of meiotic cell cycle negative regulation of G1/S transition of mitotic cell cycle negative regulation of G1/S transition of mitotic cell cycle negative regulation of mitotic cell cycle phase transition negative regulation of mitotic cell cycle phase transition negative regulation of G1/S transition of mitotic cell cycle->negative regulation of mitotic cell cycle phase transition regulation of G1/S transition of mitotic cell cycle regulation of G1/S transition of mitotic cell cycle negative regulation of G1/S transition of mitotic cell cycle->regulation of G1/S transition of mitotic cell cycle negative regulation of cell cycle G1/S phase transition negative regulation of cell cycle G1/S phase transition negative regulation of G1/S transition of mitotic cell cycle->negative regulation of cell cycle G1/S phase transition negative regulation of mitotic cell cycle phase transition->negative regulation of mitotic cell cycle negative regulation of mitotic cell cycle phase transition->negative regulation of cell cycle phase transition regulation of mitotic cell cycle phase transition regulation of mitotic cell cycle phase transition negative regulation of mitotic cell cycle phase transition->regulation of mitotic cell cycle phase transition regulation of G1/S transition of mitotic cell cycle->regulation of mitotic cell cycle phase transition regulation of cell cycle G1/S phase transition regulation of cell cycle G1/S phase transition regulation of G1/S transition of mitotic cell cycle->regulation of cell cycle G1/S phase transition negative regulation of cell cycle G1/S phase transition->negative regulation of cell cycle phase transition negative regulation of cell cycle G1/S phase transition->regulation of cell cycle G1/S phase transition meiotic cell cycle phase meiotic cell cycle phase cell cycle phase cell cycle phase meiotic cell cycle phase->cell cycle phase response to cell cycle checkpoint signaling response to cell cycle checkpoint signaling signal transduction involved in cell cycle switching, mitotic to meiotic cell cycle signal transduction involved in cell cycle switching, mitotic to meiotic cell cycle cell cycle switching, mitotic to meiotic cell cycle cell cycle switching, mitotic to meiotic cell cycle signal transduction involved in cell cycle switching, mitotic to meiotic cell cycle->cell cycle switching, mitotic to meiotic cell cycle signal transduction involved in cell cycle switching, mitotic to meiotic cell cycle->cell cycle process cell cycle switching, mitotic to meiotic cell cycle->negative regulation of mitotic cell cycle cell cycle switching, mitotic to meiotic cell cycle->positive regulation of meiotic cell cycle cell cycle switching cell cycle switching cell cycle switching, mitotic to meiotic cell cycle->cell cycle switching cell cycle process->cell cycle positive regulation of response to cell cycle checkpoint signaling positive regulation of response to cell cycle checkpoint signaling regulation of response to cell cycle checkpoint signaling regulation of response to cell cycle checkpoint signaling positive regulation of response to cell cycle checkpoint signaling->regulation of response to cell cycle checkpoint signaling endomitotic cell cycle endomitotic cell cycle endomitotic cell cycle->mitotic cell cycle positive regulation of syncytial blastoderm mitotic cell cycle positive regulation of syncytial blastoderm mitotic cell cycle positive regulation of mitotic cell cycle, embryonic positive regulation of mitotic cell cycle, embryonic positive regulation of syncytial blastoderm mitotic cell cycle->positive regulation of mitotic cell cycle, embryonic regulation of syncytial blastoderm mitotic cell cycle regulation of syncytial blastoderm mitotic cell cycle positive regulation of syncytial blastoderm mitotic cell cycle->regulation of syncytial blastoderm mitotic cell cycle positive regulation of mitotic cell cycle, embryonic->regulation of mitotic cell cycle, embryonic positive regulation of mitotic cell cycle positive regulation of mitotic cell cycle positive regulation of mitotic cell cycle, embryonic->positive regulation of mitotic cell cycle regulation of syncytial blastoderm mitotic cell cycle->regulation of mitotic cell cycle, embryonic regulation of syncytial blastoderm mitotic cell cycle->cell cycle process regulation of cell cycle process->regulation of cell cycle negative regulation of metaphase/anaphase transition of cell cycle negative regulation of metaphase/anaphase transition of cell cycle regulation of metaphase/anaphase transition of cell cycle regulation of metaphase/anaphase transition of cell cycle negative regulation of metaphase/anaphase transition of cell cycle->regulation of metaphase/anaphase transition of cell cycle negative regulation of metaphase/anaphase transition of cell cycle->negative regulation of cell cycle phase transition regulation of cell cycle phase transition regulation of cell cycle phase transition regulation of metaphase/anaphase transition of cell cycle->regulation of cell cycle phase transition negative regulation of cell cycle phase transition->regulation of cell cycle phase transition negative regulation of cell cycle process negative regulation of cell cycle process negative regulation of cell cycle phase transition->negative regulation of cell cycle process cell cycle DNA replication DNA unwinding cell cycle DNA replication DNA unwinding cell cycle DNA replication DNA unwinding->cell cycle process cell cycle DNA replication cell cycle DNA replication cell cycle DNA replication DNA unwinding->cell cycle DNA replication cell cycle DNA replication->cell cycle process positive regulation of metaphase/anaphase transition of meiotic cell cycle positive regulation of metaphase/anaphase transition of meiotic cell cycle regulation of metaphase/anaphase transition of meiotic cell cycle regulation of metaphase/anaphase transition of meiotic cell cycle positive regulation of metaphase/anaphase transition of meiotic cell cycle->regulation of metaphase/anaphase transition of meiotic cell cycle positive regulation of metaphase/anaphase transition of cell cycle positive regulation of metaphase/anaphase transition of cell cycle positive regulation of metaphase/anaphase transition of meiotic cell cycle->positive regulation of metaphase/anaphase transition of cell cycle positive regulation of meiotic cell cycle phase transition positive regulation of meiotic cell cycle phase transition positive regulation of metaphase/anaphase transition of meiotic cell cycle->positive regulation of meiotic cell cycle phase transition regulation of metaphase/anaphase transition of meiotic cell cycle->regulation of metaphase/anaphase transition of cell cycle regulation of meiotic cell cycle phase transition regulation of meiotic cell cycle phase transition regulation of metaphase/anaphase transition of meiotic cell cycle->regulation of meiotic cell cycle phase transition positive regulation of metaphase/anaphase transition of cell cycle->regulation of metaphase/anaphase transition of cell cycle positive regulation of cell cycle phase transition positive regulation of cell cycle phase transition positive regulation of metaphase/anaphase transition of cell cycle->positive regulation of cell cycle phase transition positive regulation of meiotic cell cycle phase transition->positive regulation of meiotic cell cycle positive regulation of meiotic cell cycle phase transition->regulation of meiotic cell cycle phase transition positive regulation of meiotic cell cycle phase transition->positive regulation of cell cycle phase transition cell cycle switching->cell cycle process regulation of cell cycle phase transition->regulation of cell cycle process DNA damage response, signal transduction by p53 class mediator resulting in cell cycle arrest DNA damage response, signal transduction by p53 class mediator resulting in cell cycle arrest positive regulation of G2/MI transition of meiotic cell cycle positive regulation of G2/MI transition of meiotic cell cycle positive regulation of G2/MI transition of meiotic cell cycle->positive regulation of meiotic cell cycle phase transition regulation of G2/MI transition of meiotic cell cycle regulation of G2/MI transition of meiotic cell cycle positive regulation of G2/MI transition of meiotic cell cycle->regulation of G2/MI transition of meiotic cell cycle positive regulation of cell cycle G2/M phase transition positive regulation of cell cycle G2/M phase transition positive regulation of G2/MI transition of meiotic cell cycle->positive regulation of cell cycle G2/M phase transition regulation of G2/MI transition of meiotic cell cycle->regulation of meiotic cell cycle phase transition regulation of cell cycle G2/M phase transition regulation of cell cycle G2/M phase transition regulation of G2/MI transition of meiotic cell cycle->regulation of cell cycle G2/M phase transition positive regulation of cell cycle G2/M phase transition->regulation of cell cycle G2/M phase transition positive regulation of cell cycle G2/M phase transition->positive regulation of cell cycle phase transition traversing start control point of mitotic cell cycle traversing start control point of mitotic cell cycle positive regulation of G1/S transition of mitotic cell cycle positive regulation of G1/S transition of mitotic cell cycle traversing start control point of mitotic cell cycle->positive regulation of G1/S transition of mitotic cell cycle positive regulation of G1/S transition of mitotic cell cycle->regulation of G1/S transition of mitotic cell cycle positive regulation of mitotic cell cycle phase transition positive regulation of mitotic cell cycle phase transition positive regulation of G1/S transition of mitotic cell cycle->positive regulation of mitotic cell cycle phase transition positive regulation of cell cycle G1/S phase transition positive regulation of cell cycle G1/S phase transition positive regulation of G1/S transition of mitotic cell cycle->positive regulation of cell cycle G1/S phase transition meiotic cell cycle phase transition meiotic cell cycle phase transition meiotic cell cycle phase transition->meiotic cell cycle process cell cycle phase transition cell cycle phase transition meiotic cell cycle phase transition->cell cycle phase transition cell cycle phase transition->cell cycle process re-entry into mitotic cell cycle after pheromone arrest re-entry into mitotic cell cycle after pheromone arrest re-entry into mitotic cell cycle re-entry into mitotic cell cycle re-entry into mitotic cell cycle after pheromone arrest->re-entry into mitotic cell cycle re-entry into mitotic cell cycle->cell cycle process positive regulation of cell cycle->regulation of cell cycle cell cycle comprising mitosis without cytokinesis cell cycle comprising mitosis without cytokinesis cell cycle comprising mitosis without cytokinesis->mitotic cell cycle G2/MI transition of meiotic cell cycle G2/MI transition of meiotic cell cycle G2/MI transition of meiotic cell cycle->meiotic cell cycle phase transition meiosis I cell cycle process meiosis I cell cycle process G2/MI transition of meiotic cell cycle->meiosis I cell cycle process cell cycle G2/M phase transition cell cycle G2/M phase transition G2/MI transition of meiotic cell cycle->cell cycle G2/M phase transition meiosis I cell cycle process->meiotic cell cycle process cell cycle G2/M phase transition->cell cycle phase transition activation of mitotic cell cycle spindle assembly checkpoint activation of mitotic cell cycle spindle assembly checkpoint positive regulation of mitotic cell cycle spindle assembly checkpoint positive regulation of mitotic cell cycle spindle assembly checkpoint activation of mitotic cell cycle spindle assembly checkpoint->positive regulation of mitotic cell cycle spindle assembly checkpoint positive regulation of mitotic cell cycle spindle assembly checkpoint->positive regulation of cell cycle process regulation of mitotic cell cycle spindle assembly checkpoint regulation of mitotic cell cycle spindle assembly checkpoint positive regulation of mitotic cell cycle spindle assembly checkpoint->regulation of mitotic cell cycle spindle assembly checkpoint suppression by virus of G2/M transition of host mitotic cell cycle suppression by virus of G2/M transition of host mitotic cell cycle modulation by virus of host cell cycle modulation by virus of host cell cycle suppression by virus of G2/M transition of host mitotic cell cycle->modulation by virus of host cell cycle modification by virus of host cell cycle regulation modification by virus of host cell cycle regulation modulation by virus of host cell cycle->modification by virus of host cell cycle regulation metaphase/anaphase transition of cell cycle metaphase/anaphase transition of cell cycle metaphase/anaphase transition of cell cycle->cell cycle phase transition response to mitotic cell cycle checkpoint signaling response to mitotic cell cycle checkpoint signaling response to mitotic cell cycle checkpoint signaling->response to cell cycle checkpoint signaling negative regulation of G1/S transition of mitotic cell cycle by negative regulation of transcription from RNA polymerase II promoter negative regulation of G1/S transition of mitotic cell cycle by negative regulation of transcription from RNA polymerase II promoter negative regulation of G1/S transition of mitotic cell cycle by negative regulation of transcription from RNA polymerase II promoter->negative regulation of G1/S transition of mitotic cell cycle regulation of nuclear cell cycle DNA replication regulation of nuclear cell cycle DNA replication regulation of nuclear cell cycle DNA replication->regulation of cell cycle process regulation of meiotic cell cycle phase transition->regulation of cell cycle phase transition positive regulation of cell cycle checkpoint positive regulation of cell cycle checkpoint regulation of cell cycle checkpoint regulation of cell cycle checkpoint positive regulation of cell cycle checkpoint->regulation of cell cycle checkpoint regulation of cell cycle checkpoint->regulation of cell cycle phase transition negative regulation of nuclear cell cycle DNA replication negative regulation of nuclear cell cycle DNA replication negative regulation of nuclear cell cycle DNA replication->regulation of nuclear cell cycle DNA replication negative regulation of nuclear cell cycle DNA replication->negative regulation of cell cycle process negative regulation of cell cycle process->regulation of cell cycle process negative regulation of cell cycle process->negative regulation of cell cycle positive regulation of G2/M transition of mitotic cell cycle positive regulation of G2/M transition of mitotic cell cycle positive regulation of G2/M transition of mitotic cell cycle->positive regulation of cell cycle G2/M phase transition regulation of G2/M transition of mitotic cell cycle regulation of G2/M transition of mitotic cell cycle positive regulation of G2/M transition of mitotic cell cycle->regulation of G2/M transition of mitotic cell cycle positive regulation of G2/M transition of mitotic cell cycle->positive regulation of mitotic cell cycle phase transition regulation of G2/M transition of mitotic cell cycle->regulation of cell cycle G2/M phase transition regulation of G2/M transition of mitotic cell cycle->regulation of mitotic cell cycle phase transition positive regulation of mitotic cell cycle phase transition->regulation of mitotic cell cycle phase transition positive regulation of mitotic cell cycle phase transition->positive regulation of cell cycle phase transition positive regulation of mitotic cell cycle phase transition->positive regulation of mitotic cell cycle mitotic cell cycle G1 arrest in response to pheromone mitotic cell cycle G1 arrest in response to pheromone mitotic cell cycle G1 arrest in response to pheromone->negative regulation of mitotic cell cycle negative regulation of metaphase/anaphase transition of meiotic cell cycle negative regulation of metaphase/anaphase transition of meiotic cell cycle negative regulation of metaphase/anaphase transition of meiotic cell cycle->negative regulation of metaphase/anaphase transition of cell cycle negative regulation of metaphase/anaphase transition of meiotic cell cycle->regulation of metaphase/anaphase transition of meiotic cell cycle negative regulation of meiotic cell cycle phase transition negative regulation of meiotic cell cycle phase transition negative regulation of metaphase/anaphase transition of meiotic cell cycle->negative regulation of meiotic cell cycle phase transition negative regulation of meiotic cell cycle phase transition->negative regulation of cell cycle phase transition negative regulation of meiotic cell cycle phase transition->regulation of meiotic cell cycle phase transition negative regulation of meiotic cell cycle negative regulation of meiotic cell cycle negative regulation of meiotic cell cycle phase transition->negative regulation of meiotic cell cycle regulation of cell cycle G2/M phase transition->regulation of cell cycle phase transition regulation of mitotic cell cycle phase transition->regulation of mitotic cell cycle regulation of mitotic cell cycle phase transition->regulation of cell cycle phase transition positive regulation of cell cycle phase transition->positive regulation of cell cycle process positive regulation of cell cycle phase transition->regulation of cell cycle phase transition negative regulation of mitotic cell cycle DNA replication negative regulation of mitotic cell cycle DNA replication negative regulation of mitotic cell cycle DNA replication->negative regulation of mitotic cell cycle negative regulation of mitotic cell cycle DNA replication->negative regulation of nuclear cell cycle DNA replication regulation of mitotic cell cycle DNA replication regulation of mitotic cell cycle DNA replication negative regulation of mitotic cell cycle DNA replication->regulation of mitotic cell cycle DNA replication regulation of mitotic cell cycle DNA replication->regulation of mitotic cell cycle regulation of mitotic cell cycle DNA replication->regulation of nuclear cell cycle DNA replication regulation of meiotic cell cycle->regulation of cell cycle regulation of preblastoderm mitotic cell cycle regulation of preblastoderm mitotic cell cycle regulation of preblastoderm mitotic cell cycle->regulation of mitotic cell cycle, embryonic negative regulation of cell cycle->regulation of cell cycle negative regulation of meiotic cell cycle process involved in oocyte maturation negative regulation of meiotic cell cycle process involved in oocyte maturation negative regulation of meiotic cell cycle process involved in oocyte maturation->negative regulation of cell cycle process negative regulation of meiotic cell cycle process involved in oocyte maturation->negative regulation of meiotic cell cycle regulation of meiotic cell cycle process involved in oocyte maturation regulation of meiotic cell cycle process involved in oocyte maturation negative regulation of meiotic cell cycle process involved in oocyte maturation->regulation of meiotic cell cycle process involved in oocyte maturation negative regulation of meiotic cell cycle->regulation of meiotic cell cycle negative regulation of meiotic cell cycle->negative regulation of cell cycle regulation of meiotic cell cycle process involved in oocyte maturation->regulation of cell cycle process germline cell cycle switching, mitotic to meiotic cell cycle germline cell cycle switching, mitotic to meiotic cell cycle germline cell cycle switching, mitotic to meiotic cell cycle->cell cycle switching, mitotic to meiotic cell cycle negative regulation of transcription involved in meiotic cell cycle negative regulation of transcription involved in meiotic cell cycle regulation of transcription involved in meiotic cell cycle regulation of transcription involved in meiotic cell cycle negative regulation of transcription involved in meiotic cell cycle->regulation of transcription involved in meiotic cell cycle regulation of transcription involved in meiotic cell cycle->meiotic cell cycle negative regulation of transcription from RNA polymerase II promoter involved in meiotic cell cycle negative regulation of transcription from RNA polymerase II promoter involved in meiotic cell cycle negative regulation of transcription from RNA polymerase II promoter involved in meiotic cell cycle->negative regulation of transcription involved in meiotic cell cycle regulation of transcription from RNA polymerase II promoter involved in meiotic cell cycle regulation of transcription from RNA polymerase II promoter involved in meiotic cell cycle negative regulation of transcription from RNA polymerase II promoter involved in meiotic cell cycle->regulation of transcription from RNA polymerase II promoter involved in meiotic cell cycle regulation of transcription from RNA polymerase II promoter involved in meiotic cell cycle->regulation of transcription involved in meiotic cell cycle negative regulation of cell cycle switching, mitotic to meiotic cell cycle negative regulation of cell cycle switching, mitotic to meiotic cell cycle negative regulation of cell cycle switching, mitotic to meiotic cell cycle->regulation of cell cycle switching, mitotic to meiotic cell cycle negative regulation of cell cycle switching, mitotic to meiotic cell cycle->negative regulation of cell cycle process negative regulation of cell cycle switching, mitotic to meiotic cell cycle->positive regulation of mitotic cell cycle positive regulation of mitotic cell cycle->regulation of mitotic cell cycle positive regulation of mitotic cell cycle->positive regulation of cell cycle response to meiotic cell cycle checkpoint signaling response to meiotic cell cycle checkpoint signaling response to meiotic cell cycle checkpoint signaling->response to cell cycle checkpoint signaling pre-replicative complex assembly involved in nuclear cell cycle DNA replication pre-replicative complex assembly involved in nuclear cell cycle DNA replication pre-replicative complex assembly involved in cell cycle DNA replication pre-replicative complex assembly involved in cell cycle DNA replication pre-replicative complex assembly involved in nuclear cell cycle DNA replication->pre-replicative complex assembly involved in cell cycle DNA replication pre-replicative complex assembly involved in cell cycle DNA replication->cell cycle process pre-replicative complex assembly involved in cell cycle DNA replication->cell cycle DNA replication syncytial blastoderm mitotic cell cycle syncytial blastoderm mitotic cell cycle syncytial blastoderm mitotic cell cycle->mitotic cell cycle, embryonic syncytial blastoderm mitotic cell cycle->cell cycle comprising mitosis without cytokinesis meiotic cell cycle->cell cycle synthesis of RNA primer involved in nuclear cell cycle DNA replication synthesis of RNA primer involved in nuclear cell cycle DNA replication synthesis of RNA primer involved in cell cycle DNA replication synthesis of RNA primer involved in cell cycle DNA replication synthesis of RNA primer involved in nuclear cell cycle DNA replication->synthesis of RNA primer involved in cell cycle DNA replication synthesis of RNA primer involved in cell cycle DNA replication->cell cycle process synthesis of RNA primer involved in cell cycle DNA replication->cell cycle DNA replication cell cycle G1/S phase transition->cell cycle phase transition abortive mitotic cell cycle abortive mitotic cell cycle abortive mitotic cell cycle->mitotic cell cycle DNA strand elongation involved in nuclear cell cycle DNA replication DNA strand elongation involved in nuclear cell cycle DNA replication DNA strand elongation involved in cell cycle DNA replication DNA strand elongation involved in cell cycle DNA replication DNA strand elongation involved in nuclear cell cycle DNA replication->DNA strand elongation involved in cell cycle DNA replication DNA strand elongation involved in cell cycle DNA replication->cell cycle process DNA strand elongation involved in cell cycle DNA replication->cell cycle DNA replication negative regulation by symbiont of host cell cycle negative regulation by symbiont of host cell cycle negative regulation by symbiont of host cell cycle->negative regulation of cell cycle process modulation by symbiont of host cell cycle modulation by symbiont of host cell cycle negative regulation by symbiont of host cell cycle->modulation by symbiont of host cell cycle modulation by symbiont of host cell cycle->regulation of cell cycle process G2/M transition of mitotic cell cycle G2/M transition of mitotic cell cycle G2/M transition of mitotic cell cycle->cell cycle G2/M phase transition G2/M transition of mitotic cell cycle->mitotic cell cycle phase transition mitotic cell cycle phase transition->mitotic cell cycle process mitotic cell cycle phase transition->cell cycle phase transition cell cycle DNA replication initiation cell cycle DNA replication initiation cell cycle DNA replication initiation->cell cycle process cell cycle DNA replication initiation->cell cycle DNA replication negative regulation of cell cycle checkpoint negative regulation of cell cycle checkpoint negative regulation of cell cycle checkpoint->regulation of cell cycle checkpoint negative regulation of cell cycle checkpoint->positive regulation of cell cycle phase transition chromosome organization involved in meiotic cell cycle chromosome organization involved in meiotic cell cycle chromosome organization involved in meiotic cell cycle->meiotic cell cycle process negative regulation of G2/MI transition of meiotic cell cycle negative regulation of G2/MI transition of meiotic cell cycle negative regulation of G2/MI transition of meiotic cell cycle->regulation of G2/MI transition of meiotic cell cycle negative regulation of G2/MI transition of meiotic cell cycle->negative regulation of meiotic cell cycle phase transition negative regulation of cell cycle G2/M phase transition negative regulation of cell cycle G2/M phase transition negative regulation of G2/MI transition of meiotic cell cycle->negative regulation of cell cycle G2/M phase transition negative regulation of cell cycle G2/M phase transition->negative regulation of cell cycle phase transition negative regulation of cell cycle G2/M phase transition->regulation of cell cycle G2/M phase transition positive regulation of transcription involved in G1/S transition of mitotic cell cycle positive regulation of transcription involved in G1/S transition of mitotic cell cycle positive regulation of transcription involved in G1/S transition of mitotic cell cycle->regulation of transcription involved in G1/S transition of mitotic cell cycle actin filament reorganization involved in cell cycle actin filament reorganization involved in cell cycle actin filament reorganization involved in cell cycle->cell cycle process negative regulation of transcription involved in G1/S transition of mitotic cell cycle negative regulation of transcription involved in G1/S transition of mitotic cell cycle negative regulation of transcription involved in G1/S transition of mitotic cell cycle->regulation of transcription involved in G1/S transition of mitotic cell cycle positive regulation of cell cycle G1/S phase transition->positive regulation of cell cycle phase transition positive regulation of cell cycle G1/S phase transition->regulation of cell cycle G1/S phase transition regulation of cell cycle G1/S phase transition->regulation of cell cycle phase transition meiosis II cell cycle phase meiosis II cell cycle phase meiosis II cell cycle phase->meiotic cell cycle phase suppression by virus of host cell cycle arrest suppression by virus of host cell cycle arrest suppression by virus of host cell cycle arrest->modification by virus of host cell cycle regulation modification by virus of host cell cycle regulation->modulation by symbiont of host cell cycle cell cycle DNA replication DNA ligation cell cycle DNA replication DNA ligation cell cycle DNA replication DNA ligation->cell cycle process cell cycle DNA replication DNA ligation->cell cycle DNA replication mitotic G2 cell cycle arrest in response to glucose starvation mitotic G2 cell cycle arrest in response to glucose starvation mitotic G2 cell cycle arrest in response to glucose starvation->regulation of cell cycle negative regulation of preblastoderm mitotic cell cycle negative regulation of preblastoderm mitotic cell cycle negative regulation of preblastoderm mitotic cell cycle->regulation of preblastoderm mitotic cell cycle negative regulation of mitotic cell cycle, embryonic negative regulation of mitotic cell cycle, embryonic negative regulation of preblastoderm mitotic cell cycle->negative regulation of mitotic cell cycle, embryonic negative regulation of mitotic cell cycle, embryonic->regulation of mitotic cell cycle, embryonic negative regulation of mitotic cell cycle, embryonic->negative regulation of mitotic cell cycle metaphase/anaphase transition of mitotic cell cycle metaphase/anaphase transition of mitotic cell cycle metaphase/anaphase transition of mitotic cell cycle->metaphase/anaphase transition of cell cycle metaphase/anaphase transition of mitotic cell cycle->mitotic cell cycle phase transition negative regulation of G2/M transition of mitotic cell cycle negative regulation of G2/M transition of mitotic cell cycle negative regulation of G2/M transition of mitotic cell cycle->negative regulation of mitotic cell cycle phase transition negative regulation of G2/M transition of mitotic cell cycle->regulation of G2/M transition of mitotic cell cycle negative regulation of G2/M transition of mitotic cell cycle->negative regulation of cell cycle G2/M phase transition preblastoderm mitotic cell cycle preblastoderm mitotic cell cycle preblastoderm mitotic cell cycle->mitotic cell cycle, embryonic preblastoderm mitotic cell cycle->cell cycle comprising mitosis without cytokinesis nuclear cell cycle DNA replication initiation nuclear cell cycle DNA replication initiation nuclear cell cycle DNA replication initiation->cell cycle DNA replication initiation mitotic cell cycle phase mitotic cell cycle phase mitotic cell cycle phase->cell cycle phase positive regulation of nuclear cell cycle DNA replication positive regulation of nuclear cell cycle DNA replication positive regulation of nuclear cell cycle DNA replication->positive regulation of cell cycle process positive regulation of nuclear cell cycle DNA replication->regulation of nuclear cell cycle DNA replication negative regulation of transcription involved in G2/M transition of mitotic cell cycle negative regulation of transcription involved in G2/M transition of mitotic cell cycle regulation of transcription involved in G2/M transition of mitotic cell cycle regulation of transcription involved in G2/M transition of mitotic cell cycle negative regulation of transcription involved in G2/M transition of mitotic cell cycle->regulation of transcription involved in G2/M transition of mitotic cell cycle regulation of transcription involved in G2/M transition of mitotic cell cycle->mitotic cell cycle process regulation of transcription involved in G2/M transition of mitotic cell cycle->G2/M transition of mitotic cell cycle positive regulation of meiotic cell cycle process involved in oocyte maturation positive regulation of meiotic cell cycle process involved in oocyte maturation positive regulation of meiotic cell cycle process involved in oocyte maturation->positive regulation of cell cycle process positive regulation of meiotic cell cycle process involved in oocyte maturation->positive regulation of meiotic cell cycle positive regulation of meiotic cell cycle process involved in oocyte maturation->regulation of meiotic cell cycle process involved in oocyte maturation positive regulation of G2/M transition of mitotic cell cycle involved in cellular response to nitrogen starvation positive regulation of G2/M transition of mitotic cell cycle involved in cellular response to nitrogen starvation positive regulation of G2/M transition of mitotic cell cycle involved in cellular response to nitrogen starvation->positive regulation of G2/M transition of mitotic cell cycle positive regulation of preblastoderm mitotic cell cycle positive regulation of preblastoderm mitotic cell cycle positive regulation of preblastoderm mitotic cell cycle->positive regulation of mitotic cell cycle, embryonic positive regulation of preblastoderm mitotic cell cycle->regulation of preblastoderm mitotic cell cycle response to mitotic cell cycle spindle orientation checkpoint signaling response to mitotic cell cycle spindle orientation checkpoint signaling metaphase/anaphase transition of meiotic cell cycle metaphase/anaphase transition of meiotic cell cycle metaphase/anaphase transition of meiotic cell cycle->meiotic cell cycle phase transition metaphase/anaphase transition of meiotic cell cycle->metaphase/anaphase transition of cell cycle cell cycle DNA replication maintenance of fidelity cell cycle DNA replication maintenance of fidelity cell cycle DNA replication maintenance of fidelity->cell cycle process cell cycle DNA replication maintenance of fidelity->cell cycle DNA replication first cell cycle pseudocleavage first cell cycle pseudocleavage response to mitotic cell cycle spindle assembly checkpoint signaling response to mitotic cell cycle spindle assembly checkpoint signaling regulation of establishment of actomyosin contractile ring localization involved in mitotic cell cycle regulation of establishment of actomyosin contractile ring localization involved in mitotic cell cycle positive regulation of transcription involved in G2/M transition of mitotic cell cycle positive regulation of transcription involved in G2/M transition of mitotic cell cycle positive regulation of transcription involved in G2/M transition of mitotic cell cycle->regulation of transcription involved in G2/M transition of mitotic cell cycle meiosis I cell cycle phase meiosis I cell cycle phase meiosis I cell cycle phase->meiotic cell cycle phase positive regulation of mitotic cell cycle DNA replication positive regulation of mitotic cell cycle DNA replication positive regulation of mitotic cell cycle DNA replication->regulation of mitotic cell cycle DNA replication positive regulation of mitotic cell cycle DNA replication->positive regulation of mitotic cell cycle positive regulation of mitotic cell cycle DNA replication->positive regulation of nuclear cell cycle DNA replication positive regulation of transcription from RNA polymerase II promoter involved in meiotic cell cycle positive regulation of transcription from RNA polymerase II promoter involved in meiotic cell cycle positive regulation of transcription from RNA polymerase II promoter involved in meiotic cell cycle->regulation of transcription from RNA polymerase II promoter involved in meiotic cell cycle positive regulation of transcription involved in meiotic cell cycle positive regulation of transcription involved in meiotic cell cycle positive regulation of transcription from RNA polymerase II promoter involved in meiotic cell cycle->positive regulation of transcription involved in meiotic cell cycle positive regulation of transcription involved in meiotic cell cycle->regulation of transcription involved in meiotic cell cycle negative regulation of syncytial blastoderm mitotic cell cycle negative regulation of syncytial blastoderm mitotic cell cycle negative regulation of syncytial blastoderm mitotic cell cycle->regulation of syncytial blastoderm mitotic cell cycle negative regulation of syncytial blastoderm mitotic cell cycle->negative regulation of mitotic cell cycle, embryonic meiotic cell cycle process involved in oocyte maturation meiotic cell cycle process involved in oocyte maturation meiotic cell cycle process involved in oocyte maturation->meiotic cell cycle process cell cycle DNA replication termination cell cycle DNA replication termination cell cycle DNA replication termination->cell cycle process cell cycle DNA replication termination->cell cycle DNA replication
<div class="input_area">
cell_cycle_nodes.to_pickle('targets/cell_cycle_GO.pickle')
</div>

Overlap

<div class="input_area">
KEGG_GO_venn(cell_cycle_pathway_genes, cell_cycle_nodes)
</div>
<matplotlib_venn._common.VennDiagram at 0x1a9edbf40>

<img 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 “

Inflammation

<div class="input_area">
pd.set_option('display.max_rows', 200)
matplotlib_inline.backend_inline.set_matplotlib_formats('svg')
</div>

Inflammation Pathways


KEGG

<div class="input_area">
chemokine_pathway_id = 'hsa04062'
TNF_pathway_id = 'hsa04668'
complement_pathway_id = 'hsa04610'
leukocyte_transendothelial_migration_pathway_id = 'hsa04670'
</div>
<div class="input_area">
Image(REST.kegg_get(chemokine_pathway_id, 'image').read())
Image(REST.kegg_get(TNF_pathway_id, 'image').read())
Image(REST.kegg_get(complement_pathway_id, 'image').read())
Image(REST.kegg_get(leukocyte_transendothelial_migration_pathway_id, 'image').read())
</div>

<img 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 “

<div class="input_area">
chemokine_pathway_genes = get_KEGG_pathway_gene_members(chemokine_pathway_id)
TNF_pathway_genes = get_KEGG_pathway_gene_members(TNF_pathway_id)
complement_pathway_genes = get_KEGG_pathway_gene_members(complement_pathway_id)
leukocyte_transendothelial_migration_pathway_genes = get_KEGG_pathway_gene_members(leukocyte_transendothelial_migration_pathway_id)
</div>
<div class="input_area">
chemokine_pathway_genes.index = ['Chemokine signaling pathway']*len(chemokine_pathway_genes)
TNF_pathway_genes.index = ['TNF signaling pathway']*len(TNF_pathway_genes)
complement_pathway_genes.index = ['Complement and coagulation cascades']*len(complement_pathway_genes)
leukocyte_transendothelial_migration_pathway_genes.index = ['Leukocyte transendothelial migration']*len(leukocyte_transendothelial_migration_pathway_genes)
inflammation_genes = pd.concat((chemokine_pathway_genes,TNF_pathway_genes,complement_pathway_genes,leukocyte_transendothelial_migration_pathway_genes))
inflammation_genes.to_pickle('targets/inflammation_brite.pickle')
</div>

GO

<div class="input_area">
inflammation_subgraph, inflammation_nodes = GO_subgraph_from_query('inflammat')
df = create_GO_by_gene_matrix(inflammation_nodes, attr='gene_name')
df = sort_df_by_hclust_olo(df)

matplotlib_inline.backend_inline.set_matplotlib_formats('png')
ax = plot_gene_membership_in_GO_terms(df, figsize=(6, 10))
</div>

<img 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<div class="input_area">
draw_graph(inflammation_subgraph)
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positive regulation of inflammatory response->regulation of inflammatory response lysosomal enzyme secretion involved in inflammatory response lysosomal enzyme secretion involved in inflammatory response lysosomal enzyme production involved in inflammatory response lysosomal enzyme production involved in inflammatory response lysosomal enzyme secretion involved in inflammatory response->lysosomal enzyme production involved in inflammatory response production of molecular mediator involved in inflammatory response production of molecular mediator involved in inflammatory response lysosomal enzyme production involved in inflammatory response->production of molecular mediator involved in inflammatory response wound healing involved in inflammatory response wound healing involved in inflammatory response inflammatory response to wounding inflammatory response to wounding wound healing involved in inflammatory response->inflammatory response to wounding inflammatory response inflammatory response inflammatory response to wounding->inflammatory response negative regulation of acute inflammatory response to non-antigenic stimulus negative regulation of acute inflammatory response to non-antigenic stimulus negative regulation of acute inflammatory response to non-antigenic stimulus->regulation of acute inflammatory response to non-antigenic stimulus negative regulation of acute inflammatory response negative regulation of acute inflammatory response negative regulation of acute inflammatory response to non-antigenic stimulus->negative regulation of acute inflammatory response negative regulation of acute inflammatory response->regulation of acute inflammatory response negative regulation of acute inflammatory response->negative regulation of inflammatory response negative regulation of macrophage inflammatory protein-1 gamma production negative regulation of macrophage inflammatory protein-1 gamma production regulation of macrophage inflammatory protein-1 gamma production regulation of macrophage inflammatory protein-1 gamma production negative regulation of macrophage inflammatory protein-1 gamma production->regulation of macrophage inflammatory protein-1 gamma production positive regulation of cytokine production involved in inflammatory response positive regulation of cytokine production involved in inflammatory response positive regulation of cytokine production involved in inflammatory response->regulation of cytokine production involved in inflammatory response negative regulation of cytokine production involved in inflammatory response negative regulation of cytokine production involved in inflammatory response negative regulation of cytokine production involved in inflammatory response->regulation of cytokine production involved in inflammatory response prostaglandin production involved in inflammatory response prostaglandin production involved in inflammatory response arachidonic acid metabolite production involved in inflammatory response arachidonic acid metabolite production involved in inflammatory response prostaglandin production involved in inflammatory response->arachidonic acid metabolite production involved in inflammatory response arachidonic acid metabolite production involved in inflammatory response->production of molecular mediator involved in inflammatory response regulation of chronic inflammatory response to non-antigenic stimulus regulation of chronic inflammatory response to non-antigenic stimulus regulation of chronic inflammatory response to non-antigenic stimulus->regulation of chronic inflammatory response positive regulation of respiratory burst involved in inflammatory response positive regulation of respiratory burst involved in inflammatory response positive regulation of respiratory burst involved in inflammatory response->positive regulation of inflammatory response regulation of respiratory burst involved in inflammatory response regulation of respiratory burst involved in inflammatory response positive regulation of respiratory burst involved in inflammatory response->regulation of respiratory burst involved in inflammatory response regulation of respiratory burst involved in inflammatory response->regulation of inflammatory response positive regulation of neuroinflammatory response positive regulation of neuroinflammatory response positive regulation of neuroinflammatory response->regulation of neuroinflammatory response positive regulation of neuroinflammatory response->positive regulation of inflammatory response inflammatory response to antigenic stimulus inflammatory response to antigenic stimulus inflammatory response to antigenic stimulus->inflammatory response serotonin production involved in inflammatory response serotonin production involved in inflammatory response serotonin production involved in inflammatory response->production of molecular mediator involved in inflammatory response production of molecular mediator involved in inflammatory 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acute inflammatory response to antigenic stimulus regulation of acute inflammatory response to antigenic stimulus negative regulation of acute inflammatory response to antigenic stimulus->regulation of acute inflammatory response to antigenic stimulus negative regulation of inflammatory response to antigenic stimulus negative regulation of inflammatory response to antigenic stimulus negative regulation of acute inflammatory response to antigenic stimulus->negative regulation of inflammatory response to antigenic stimulus regulation of acute inflammatory response to antigenic stimulus->regulation of acute inflammatory response regulation of inflammatory response to antigenic stimulus regulation of inflammatory response to antigenic stimulus regulation of acute inflammatory response to antigenic stimulus->regulation of inflammatory response to antigenic stimulus negative regulation of inflammatory response to antigenic stimulus->negative regulation of inflammatory response negative regulation of inflammatory response to antigenic stimulus->regulation of inflammatory response to antigenic stimulus leukocyte migration involved in inflammatory response leukocyte migration involved in inflammatory response leukocyte migration involved in inflammatory response->inflammatory response suppression by symbiont of host inflammatory response suppression by symbiont of host inflammatory response modulation by symbiont of host inflammatory response modulation by symbiont of host inflammatory response suppression by symbiont of host inflammatory response->modulation by symbiont of host inflammatory response cytokine production involved in inflammatory response cytokine production involved in inflammatory response cytokine production involved in inflammatory response->production of molecular mediator involved in inflammatory response clearance of damaged tissue involved in inflammatory response wound healing clearance of damaged tissue involved in inflammatory response wound healing clearance of damaged tissue involved in inflammatory response wound healing->wound healing involved in inflammatory response respiratory burst involved in inflammatory response respiratory burst involved in inflammatory response respiratory burst involved in inflammatory response->production of molecular mediator involved in inflammatory response regulation of vascular permeability involved in acute inflammatory response regulation of vascular permeability involved in acute inflammatory response regulation of vascular permeability involved in acute inflammatory response->acute inflammatory response chronic inflammatory response to non-antigenic stimulus chronic inflammatory response to non-antigenic stimulus chronic inflammatory response chronic inflammatory response chronic inflammatory response to non-antigenic stimulus->chronic inflammatory response chronic inflammatory response->inflammatory response macrophage inflammatory protein-1 alpha production macrophage inflammatory protein-1 alpha production inflammatory cell apoptotic process inflammatory cell apoptotic process nitric oxide production involved in inflammatory response nitric oxide production involved in inflammatory response nitric oxide production involved in inflammatory response->production of molecular mediator involved in inflammatory response regulation of connective tissue replacement involved in inflammatory response wound healing regulation of connective tissue replacement involved in inflammatory response wound healing regulation of macrophage inflammatory protein 1 alpha production regulation of macrophage inflammatory protein 1 alpha production acute inflammatory response to non-antigenic stimulus acute inflammatory response to non-antigenic stimulus acute inflammatory response to non-antigenic stimulus->acute inflammatory response negative regulation of respiratory burst involved in inflammatory response negative regulation of respiratory burst involved in inflammatory response negative regulation of respiratory burst involved in inflammatory response->negative regulation of inflammatory response negative regulation of respiratory burst involved in inflammatory response->regulation of respiratory burst involved in inflammatory response positive regulation of chronic inflammatory response to non-antigenic stimulus positive regulation of chronic inflammatory response to non-antigenic stimulus positive regulation of chronic inflammatory response to non-antigenic stimulus->regulation of chronic inflammatory response to non-antigenic stimulus positive regulation of chronic inflammatory response positive regulation of chronic inflammatory response positive regulation of chronic inflammatory response to non-antigenic stimulus->positive regulation of chronic inflammatory response positive regulation of chronic inflammatory response->regulation of chronic inflammatory response positive regulation of chronic inflammatory response->positive regulation of inflammatory response negative regulation of chronic inflammatory response to antigenic stimulus negative regulation of chronic inflammatory response to antigenic stimulus negative regulation of chronic inflammatory response to antigenic stimulus->negative regulation of chronic inflammatory response negative regulation of chronic inflammatory response to antigenic stimulus->negative regulation of inflammatory response to antigenic stimulus regulation of chronic inflammatory response to antigenic stimulus regulation of chronic inflammatory response to antigenic stimulus negative regulation of chronic inflammatory response to antigenic stimulus->regulation of chronic inflammatory response to antigenic stimulus regulation of chronic inflammatory response to antigenic stimulus->regulation of chronic inflammatory response regulation of chronic inflammatory response to antigenic stimulus->regulation of inflammatory response to antigenic stimulus leukotriene production involved in inflammatory response leukotriene production involved in inflammatory response leukotriene production involved in inflammatory response->arachidonic acid metabolite production involved in inflammatory response negative regulation of macrophage inflammatory protein 1 alpha production negative regulation of macrophage inflammatory protein 1 alpha production negative regulation of macrophage inflammatory protein 1 alpha production->regulation of macrophage inflammatory protein 1 alpha production histamine secretion involved in inflammatory response histamine secretion involved in inflammatory response histamine production involved in inflammatory response histamine production involved in inflammatory response histamine secretion involved in inflammatory response->histamine production involved in inflammatory response histamine production involved in inflammatory response->production of molecular mediator involved in inflammatory response vasodilation involved in acute inflammatory response vasodilation involved in acute inflammatory response vasodilation involved in acute inflammatory response->acute inflammatory response activation of plasma proteins involved in acute inflammatory response activation of plasma proteins involved in acute inflammatory response activation of plasma proteins involved in acute inflammatory response->acute inflammatory response regulation of inflammatory response to antigenic stimulus->regulation of inflammatory response positive regulation of chronic inflammatory response to antigenic stimulus positive regulation of chronic inflammatory response to antigenic stimulus positive regulation of chronic inflammatory response to antigenic stimulus->positive regulation of chronic inflammatory response positive regulation of chronic inflammatory response to antigenic stimulus->regulation of chronic inflammatory response to antigenic stimulus positive regulation of inflammatory response to antigenic stimulus positive regulation of inflammatory response to antigenic stimulus positive regulation of chronic inflammatory response to antigenic stimulus->positive regulation of inflammatory response to antigenic stimulus positive regulation of inflammatory response to antigenic stimulus->positive regulation of inflammatory response positive regulation of inflammatory response to antigenic stimulus->regulation of inflammatory response to antigenic stimulus positive regulation by symbiont of host inflammatory response positive regulation by symbiont of host inflammatory response positive regulation by symbiont of host inflammatory response->modulation by symbiont of host inflammatory response positive regulation of connective tissue replacement involved in inflammatory response wound healing positive regulation of connective tissue replacement involved in inflammatory response wound healing positive regulation of connective tissue replacement involved in inflammatory response wound healing->regulation of connective tissue replacement involved in inflammatory response wound healing connective tissue replacement involved in inflammatory response wound healing connective tissue replacement involved in inflammatory response wound healing connective tissue replacement involved in inflammatory response wound healing->wound healing involved in inflammatory response negative regulation of chronic inflammatory response to non-antigenic stimulus negative regulation of chronic inflammatory response to non-antigenic stimulus negative regulation of chronic inflammatory response to non-antigenic stimulus->regulation of chronic inflammatory response to non-antigenic stimulus negative regulation of chronic inflammatory response to non-antigenic stimulus->negative regulation of chronic inflammatory response positive regulation of inflammatory response to wounding positive regulation of inflammatory response to wounding positive regulation of inflammatory response to wounding->regulation of inflammatory response to wounding positive regulation of inflammatory response to wounding->positive regulation of inflammatory response leukocyte chemotaxis involved in inflammatory response leukocyte chemotaxis involved in inflammatory response leukocyte chemotaxis involved in inflammatory response->leukocyte migration involved in inflammatory response platelet activating factor production involved in inflammatory response platelet activating factor production involved in inflammatory response platelet activating factor production involved in inflammatory response->production of molecular mediator involved in inflammatory response positive regulation of acute inflammatory response positive regulation of acute inflammatory response positive regulation of acute inflammatory response->regulation of acute inflammatory response positive regulation of acute inflammatory response->positive regulation of inflammatory response positive regulation of acute inflammatory response to non-antigenic stimulus positive regulation of acute inflammatory response to non-antigenic stimulus positive regulation of acute inflammatory response to non-antigenic stimulus->regulation of acute inflammatory response to non-antigenic stimulus positive regulation of acute inflammatory response to non-antigenic stimulus->positive regulation of acute inflammatory response regulation of leukotriene production involved in inflammatory response regulation of leukotriene production involved in inflammatory response macrophage inflammatory protein-1 gamma production macrophage inflammatory protein-1 gamma production positive regulation of macrophage inflammatory protein 1 alpha production positive regulation of macrophage inflammatory protein 1 alpha production positive regulation of macrophage inflammatory protein 1 alpha production->regulation of macrophage inflammatory protein 1 alpha production neuroinflammatory response neuroinflammatory response neuroinflammatory response->inflammatory response negative regulation of leukotriene production involved in inflammatory response negative regulation of leukotriene production involved in inflammatory response negative regulation of leukotriene production involved in inflammatory response->negative regulation of inflammatory response negative regulation of leukotriene production involved in inflammatory response->regulation of leukotriene production involved in inflammatory response chronic inflammatory response to antigenic stimulus chronic inflammatory response to antigenic stimulus chronic inflammatory response to antigenic stimulus->inflammatory response to antigenic stimulus chronic inflammatory response to antigenic stimulus->chronic inflammatory response positive regulation of macrophage inflammatory protein-1 gamma production positive regulation of macrophage inflammatory protein-1 gamma production positive regulation of macrophage inflammatory protein-1 gamma production->regulation of macrophage inflammatory protein-1 gamma production serotonin secretion involved in inflammatory response serotonin secretion involved in inflammatory response serotonin secretion involved in inflammatory response->serotonin production involved in inflammatory response leukocyte activation involved in inflammatory response leukocyte activation involved in inflammatory response leukocyte activation involved in inflammatory response->inflammatory response positive regulation of acute inflammatory response to antigenic stimulus positive regulation of acute inflammatory response to antigenic stimulus positive regulation of acute inflammatory response to antigenic stimulus->regulation of acute inflammatory response to antigenic stimulus positive regulation of acute inflammatory response to antigenic stimulus->positive regulation of inflammatory response to antigenic stimulus positive regulation of acute inflammatory response to antigenic stimulus->positive regulation of acute inflammatory response negative regulation of connective tissue replacement involved in inflammatory response wound healing negative regulation of connective tissue replacement involved in inflammatory response wound healing negative regulation of connective tissue replacement involved in inflammatory response wound healing->regulation of connective tissue replacement involved in inflammatory response wound healing positive regulation of leukotriene production involved in inflammatory response positive regulation of leukotriene production involved in inflammatory response positive regulation of leukotriene production involved in inflammatory response->positive regulation of inflammatory response positive regulation of leukotriene production involved in inflammatory response->regulation of leukotriene production involved in inflammatory response
<div class="input_area">
inflammation_nodes.to_pickle('targets/inflammation_GO.pickle')
</div>

Overlap

<div class="input_area">
matplotlib_inline.backend_inline.set_matplotlib_formats('svg')
KEGG_GO_venn(inflammation_genes, inflammation_nodes)
</div>
<matplotlib_venn._common.VennDiagram at 0x1aa368940>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:46:13.515420 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/

cytokines


KEGG

<div class="input_area">
cytokines_KEGG_BRITE = 'ko04052'
cytokines_brite_genes = get_KEGG_BRITE_entry(cytokines_KEGG_BRITE)
</div>
<div class="input_area">
cytokines_brite_genes.to_pickle('targets/cytokines_brite.pickle')
</div>

GO

<div class="input_area">
cytokines_subgraph, cytokines_nodes = GO_subgraph_from_query('cytokine')
df = create_GO_by_gene_matrix(cytokines_nodes, attr='gene_name')
df = sort_df_by_hclust_olo(df)

matplotlib_inline.backend_inline.set_matplotlib_formats('png')
ax = plot_gene_membership_in_GO_terms(df, figsize=(6, 10))
</div>

<img 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 “

<div class="input_area">
draw_graph(cytokines_subgraph)
</div>
mitotic cytokinetic process mitotic cytokinetic process mitotic cytokinesis mitotic cytokinesis mitotic cytokinetic process->mitotic cytokinesis cytokinetic process cytokinetic process mitotic cytokinetic process->cytokinetic process cytoskeleton-dependent cytokinesis cytoskeleton-dependent cytokinesis mitotic cytokinesis->cytoskeleton-dependent cytokinesis cytokinesis cytokinesis cytokinetic process->cytokinesis regulation of cytokine production involved in inflammatory response regulation of cytokine production involved in inflammatory response regulation of cytokine production regulation of cytokine production regulation of cytokine production involved in inflammatory response->regulation of cytokine production macrophage cytokine production macrophage cytokine production myeloid leukocyte cytokine production myeloid leukocyte cytokine production macrophage cytokine production->myeloid leukocyte cytokine production cytokine production involved in immune response cytokine production involved in immune response myeloid leukocyte cytokine production->cytokine production involved in immune response mitotic cytokinesis, site selection mitotic cytokinesis, site selection mitotic cytokinesis, site selection->mitotic cytokinetic process cytokinesis, site selection cytokinesis, site selection mitotic cytokinesis, site selection->cytokinesis, site selection cytokinesis, site selection->cytokinetic process positive regulation of cytokine production positive regulation of cytokine production positive regulation of cytokine production->regulation of cytokine production regulation of cytokine production involved in immune response regulation of cytokine production involved in immune response regulation of cytokine production involved in immune response->regulation of cytokine production FtsZ-dependent cytokinesis FtsZ-dependent cytokinesis FtsZ-dependent cytokinesis->cytokinesis regulation of plasmacytoid dendritic cell cytokine production regulation of plasmacytoid dendritic cell cytokine production regulation of dendritic cell cytokine production regulation of dendritic cell cytokine production regulation of plasmacytoid dendritic cell cytokine production->regulation of dendritic cell cytokine production regulation of dendritic cell cytokine production->regulation of cytokine production involved in immune response positive regulation of cytokinesis, actomyosin contractile ring assembly positive regulation of cytokinesis, actomyosin contractile ring assembly regulation of cytokinesis, actomyosin contractile ring assembly regulation of cytokinesis, actomyosin contractile ring assembly positive regulation of cytokinesis, actomyosin contractile ring assembly->regulation of cytokinesis, actomyosin contractile ring assembly positive regulation of cytokinesis positive regulation of cytokinesis positive regulation of cytokinesis, actomyosin contractile ring assembly->positive regulation of cytokinesis regulation of cytokinetic process regulation of cytokinetic process regulation of cytokinesis, actomyosin contractile ring assembly->regulation of cytokinetic process regulation of cytokinesis regulation of cytokinesis positive regulation of cytokinesis->regulation of cytokinesis B cell cytokine production B cell cytokine production B cell cytokine production->cytokine production involved in immune response cytokine production cytokine production cytokine production involved in immune response->cytokine production evasion of host immune response via regulation of host cytokine network evasion of host immune response via regulation of host cytokine network cytokine-mediated signaling pathway cytokine-mediated signaling pathway cellular response to cytokine stimulus cellular response to cytokine stimulus cytokine-mediated signaling pathway->cellular response to cytokine stimulus response to cytokine response to cytokine cellular response to cytokine stimulus->response to cytokine regulation of T cell cytokine production regulation of T cell cytokine production regulation of T cell cytokine production->regulation of cytokine production involved in immune response myosin filament organization involved in cytokinetic actomyosin contractile ring assembly myosin filament organization involved in cytokinetic actomyosin contractile ring assembly regulation of mast cell cytokine production regulation of mast cell cytokine production regulation of mast cell cytokine production->regulation of cytokine production involved in immune response positive regulation of cytokine production involved in inflammatory response positive regulation of cytokine production involved in inflammatory response positive regulation of cytokine production involved in inflammatory response->regulation of cytokine production involved in inflammatory response positive regulation of cytokine production involved in inflammatory response->positive regulation of cytokine production negative regulation of cytokine production involved in inflammatory response negative regulation of cytokine production involved in inflammatory response negative regulation of cytokine production involved in inflammatory response->regulation of cytokine production involved in inflammatory response negative regulation of cytokine production negative regulation of cytokine production negative regulation of cytokine production involved in inflammatory response->negative regulation of cytokine production negative regulation of cytokine production->regulation of cytokine production mast cell cytokine production mast cell cytokine production mast cell cytokine production->myeloid leukocyte cytokine production negative regulation of myeloid dendritic cell cytokine production negative regulation of myeloid dendritic cell cytokine production regulation of myeloid dendritic cell cytokine production regulation of myeloid dendritic cell cytokine production negative regulation of myeloid dendritic cell cytokine production->regulation of myeloid dendritic cell cytokine production negative regulation of dendritic cell cytokine production negative regulation of dendritic cell cytokine production negative regulation of myeloid dendritic cell cytokine production->negative regulation of dendritic cell cytokine production regulation of myeloid dendritic cell cytokine production->regulation of dendritic cell cytokine production negative regulation of dendritic cell cytokine production->regulation of dendritic cell cytokine production negative regulation of cytokine production involved in immune response negative regulation of cytokine production involved in immune response negative regulation of dendritic cell cytokine production->negative regulation of cytokine production involved in immune response positive regulation of plasmacytoid dendritic cell cytokine production positive regulation of plasmacytoid dendritic cell cytokine production positive regulation of plasmacytoid dendritic cell cytokine production->regulation of plasmacytoid dendritic cell cytokine production positive regulation of dendritic cell cytokine production positive regulation of dendritic cell cytokine production positive regulation of plasmacytoid dendritic cell cytokine production->positive regulation of dendritic cell cytokine production positive regulation of dendritic cell cytokine production->regulation of dendritic cell cytokine production positive regulation of cytokine production involved in immune response positive regulation of cytokine production involved in immune response positive regulation of dendritic cell cytokine production->positive regulation of cytokine production involved in immune response positive regulation of response to cytokinesis checkpoint signaling positive regulation of response to cytokinesis checkpoint signaling regulation of response to cytokinesis checkpoint signaling regulation of response to cytokinesis checkpoint signaling positive regulation of response to cytokinesis checkpoint signaling->regulation of response to cytokinesis checkpoint signaling negative regulation of septum digestion after cytokinesis negative regulation of septum digestion after cytokinesis regulation of septum digestion after cytokinesis regulation of septum digestion after cytokinesis negative regulation of septum digestion after cytokinesis->regulation of septum digestion after cytokinesis positive regulation of response to cytokine stimulus positive regulation of response to cytokine stimulus regulation of response to cytokine stimulus regulation of response to cytokine stimulus positive regulation of response to cytokine stimulus->regulation of response to cytokine stimulus negative regulation of cytokine activity negative regulation of cytokine activity regulation of cytokine activity regulation of cytokine activity negative regulation of cytokine activity->regulation of cytokine activity negative regulation of T cell cytokine production negative regulation of T cell cytokine production negative regulation of T cell cytokine production->regulation of T cell cytokine production negative regulation of T cell cytokine production->negative regulation of cytokine production involved in immune response negative regulation of cytokine production involved in immune response->regulation of cytokine production involved in immune response negative regulation of cytokine production involved in immune response->negative regulation of cytokine production cell cycle comprising mitosis without cytokinesis cell cycle comprising mitosis without cytokinesis negative regulation of mast cell cytokine production negative regulation of mast cell cytokine production negative regulation of mast cell cytokine production->regulation of mast cell cytokine production negative regulation of mast cell cytokine production->negative regulation of cytokine production involved in immune response positive regulation of mitotic cytokinesis positive regulation of mitotic cytokinesis positive regulation of mitotic cytokinesis->positive regulation of cytokinesis regulation of mitotic cytokinesis regulation of mitotic cytokinesis positive regulation of mitotic cytokinesis->regulation of mitotic cytokinesis regulation of mitotic cytokinesis->regulation of cytokinesis cytoskeleton-dependent cytokinesis->cytokinesis positive regulation of myeloid dendritic cell cytokine production positive regulation of myeloid dendritic cell cytokine production positive regulation of myeloid dendritic cell cytokine production->regulation of myeloid dendritic cell cytokine production positive regulation of myeloid dendritic cell cytokine production->positive regulation of dendritic cell cytokine production positive regulation of myeloid leukocyte cytokine production involved in immune response positive regulation of myeloid leukocyte cytokine production involved in immune response positive regulation of myeloid dendritic cell cytokine production->positive regulation of myeloid leukocyte cytokine production involved in immune response positive regulation of myeloid leukocyte cytokine production involved in immune response->positive regulation of cytokine production involved in immune response septum digestion after cytokinesis septum digestion after cytokinesis negative regulation of tumor necrosis factor superfamily cytokine production negative regulation of tumor necrosis factor superfamily cytokine production negative regulation of tumor necrosis factor superfamily cytokine production->negative regulation of cytokine production regulation of tumor necrosis factor superfamily cytokine production regulation of tumor necrosis factor superfamily cytokine production negative regulation of tumor necrosis factor superfamily cytokine production->regulation of tumor necrosis factor superfamily cytokine production regulation of tumor necrosis factor superfamily cytokine production->regulation of cytokine production negative regulation of T-helper 2 cell cytokine production negative regulation of T-helper 2 cell cytokine production negative regulation of T-helper 2 cell cytokine production->negative regulation of T cell cytokine production regulation of T-helper 2 cell cytokine production regulation of T-helper 2 cell cytokine production negative regulation of T-helper 2 cell cytokine production->regulation of T-helper 2 cell cytokine production regulation of T-helper 2 cell cytokine production->regulation of T cell cytokine production suppression by virus of host cytokine production suppression by virus of host cytokine production suppression by virus of host cytokine production->negative regulation of cytokine production modulation by virus of host cytokine production modulation by virus of host cytokine production suppression by virus of host cytokine production->modulation by virus of host cytokine production negative regulation of mitotic cytokinesis negative regulation of mitotic cytokinesis negative regulation of mitotic cytokinesis->regulation of mitotic cytokinesis negative regulation of cytokinesis negative regulation of cytokinesis negative regulation of mitotic cytokinesis->negative regulation of cytokinesis negative regulation of cytokinesis->regulation of cytokinesis cytokine production involved in inflammatory response cytokine production involved in inflammatory response cytokine production involved in inflammatory response->cytokine production positive regulation of cytokinesis, site selection positive regulation of cytokinesis, site selection positive regulation of cytokinesis, site selection->positive regulation of cytokinesis regulation of cytokinesis, site selection regulation of cytokinesis, site selection positive regulation of cytokinesis, site selection->regulation of cytokinesis, site selection regulation of cytokinesis, site selection->regulation of cytokinetic process regulation of mitotic cytokinesis, site selection regulation of mitotic cytokinesis, site selection regulation of mitotic cytokinesis, site selection->regulation of cytokinesis, site selection regulation of mitotic cytokinetic process regulation of mitotic cytokinetic process regulation of mitotic cytokinesis, site selection->regulation of mitotic cytokinetic process regulation of mitotic cytokinetic process->regulation of cytokinetic process regulation of mitotic cytokinetic process->regulation of mitotic cytokinesis meiosis I cytokinesis meiosis I cytokinesis meiotic cytokinesis meiotic cytokinesis meiosis I cytokinesis->meiotic cytokinesis meiotic cytokinesis->cytoskeleton-dependent cytokinesis cytokine receptor activity cytokine receptor activity cytokinesis by cell plate formation cytokinesis by cell plate formation cytokinesis by cell plate formation->cytokinesis protein localization to cell division site after cytokinesis protein localization to cell division site after cytokinesis negative regulation of macrophage cytokine production negative regulation of macrophage cytokine production negative regulation of macrophage cytokine production->negative regulation of cytokine production involved in immune response regulation of macrophage cytokine production regulation of macrophage cytokine production negative regulation of macrophage cytokine production->regulation of macrophage cytokine production regulation of macrophage cytokine production->regulation of cytokine production involved in immune response positive regulation of cytokine production involved in immune response->positive regulation of cytokine production positive regulation of cytokine production involved in immune response->regulation of cytokine production involved in immune response mitotic cytokinesis checkpoint signaling mitotic cytokinesis checkpoint signaling positive regulation of septum digestion after cytokinesis positive regulation of septum digestion after cytokinesis positive regulation of septum digestion after cytokinesis->regulation of septum digestion after cytokinesis negative regulation of plasmacytoid dendritic cell cytokine production negative regulation of plasmacytoid dendritic cell cytokine production negative regulation of plasmacytoid dendritic cell cytokine production->regulation of plasmacytoid dendritic cell cytokine production negative regulation of plasmacytoid dendritic cell cytokine production->negative regulation of dendritic cell cytokine production negative regulation of mitotic cytokinetic process negative regulation of mitotic cytokinetic process negative regulation of mitotic cytokinetic process->negative regulation of mitotic cytokinesis negative regulation of mitotic cytokinetic process->regulation of mitotic cytokinetic process regulation of FtsZ-dependent cytokinesis regulation of FtsZ-dependent cytokinesis regulation of FtsZ-dependent cytokinesis->regulation of cytokinesis negative regulation of cytokinesis, actomyosin contractile ring assembly negative regulation of cytokinesis, actomyosin contractile ring assembly negative regulation of cytokinesis, actomyosin contractile ring assembly->regulation of cytokinesis, actomyosin contractile ring assembly negative regulation of cytokinesis, actomyosin contractile ring assembly->negative regulation of cytokinesis negative regulation of B cell cytokine production negative regulation of B cell cytokine production negative regulation of B cell cytokine production->negative regulation of cytokine production involved in immune response regulation of B cell cytokine production regulation of B cell cytokine production negative regulation of B cell cytokine production->regulation of B cell cytokine production regulation of B cell cytokine production->regulation of cytokine production involved in immune response regulation of protein localization to cell division site involved in cytokinesis regulation of protein localization to cell division site involved in cytokinesis regulation of protein localization to cell division site involved in cytokinesis->cytokinesis protein localization to cell division site involved in cytokinesis, actomyosin contractile ring assembly protein localization to cell division site involved in cytokinesis, actomyosin contractile ring assembly positive regulation of tumor necrosis factor superfamily cytokine production positive regulation of tumor necrosis factor superfamily cytokine production positive regulation of tumor necrosis factor superfamily cytokine production->positive regulation of cytokine production positive regulation of tumor necrosis factor superfamily cytokine production->regulation of tumor necrosis factor superfamily cytokine production membrane addition at site of mitotic cytokinesis membrane addition at site of mitotic cytokinesis membrane addition at site of mitotic cytokinesis->mitotic cytokinetic process membrane addition at site of cytokinesis membrane addition at site of cytokinesis membrane addition at site of mitotic cytokinesis->membrane addition at site of cytokinesis membrane addition at site of cytokinesis->cytokinetic process cytokine precursor processing cytokine precursor processing cytokine precursor processing->cytokine production T cell cytokine production T cell cytokine production T cell cytokine production->cytokine production involved in immune response positive regulation of mitotic cytokinesis, site selection positive regulation of mitotic cytokinesis, site selection positive regulation of mitotic cytokinesis, site selection->positive regulation of cytokinesis, site selection positive regulation of mitotic cytokinesis, site selection->regulation of mitotic cytokinesis, site selection positive regulation of mitotic cytokinetic process positive regulation of mitotic cytokinetic process positive regulation of mitotic cytokinesis, site selection->positive regulation of mitotic cytokinetic process positive regulation of mitotic cytokinetic process->positive regulation of mitotic cytokinesis positive regulation of mitotic cytokinetic process->regulation of mitotic cytokinetic process suppression by virus of host cytokine activity suppression by virus of host cytokine activity negative regulation of cytokinesis, site selection negative regulation of cytokinesis, site selection negative regulation of cytokinesis, site selection->negative regulation of cytokinesis negative regulation of cytokinesis, site selection->regulation of cytokinesis, site selection CD4-positive, alpha-beta T cell cytokine production CD4-positive, alpha-beta T cell cytokine production CD4-positive, alpha-beta T cell cytokine production->T cell cytokine production regulation of protein localization to cell division site involved in cell separation after cytokinesis regulation of protein localization to cell division site involved in cell separation after cytokinesis regulation of protein localization to cell division site involved in cell separation after cytokinesis->septum digestion after cytokinesis regulation of cytokine-mediated signaling pathway regulation of cytokine-mediated signaling pathway regulation of cytokine-mediated signaling pathway->regulation of response to cytokine stimulus positive regulation of FtsZ-dependent cytokinesis positive regulation of FtsZ-dependent cytokinesis positive regulation of FtsZ-dependent cytokinesis->positive regulation of cytokinesis positive regulation of FtsZ-dependent cytokinesis->regulation of FtsZ-dependent cytokinesis assembly of actomyosin apparatus involved in mitotic cytokinesis assembly of actomyosin apparatus involved in mitotic cytokinesis assembly of actomyosin apparatus involved in mitotic cytokinesis->mitotic cytokinetic process assembly of actomyosin apparatus involved in cytokinesis assembly of actomyosin apparatus involved in cytokinesis assembly of actomyosin apparatus involved in mitotic cytokinesis->assembly of actomyosin apparatus involved in cytokinesis assembly of actomyosin apparatus involved in cytokinesis->cytokinetic process assembly of actomyosin apparatus involved in cytokinesis->cytoskeleton-dependent cytokinesis regulation of natural killer cell cytokine production regulation of natural killer cell cytokine production regulation of natural killer cell cytokine production->regulation of cytokine production involved in immune response tumor necrosis factor superfamily cytokine production tumor necrosis factor superfamily cytokine production tumor necrosis factor superfamily cytokine production->cytokine production positive regulation of mast cell cytokine production positive regulation of mast cell cytokine production positive regulation of mast cell cytokine production->regulation of mast cell cytokine production positive regulation of mast cell cytokine production->positive regulation of myeloid leukocyte cytokine production involved in immune response T-helper 2 cell cytokine production T-helper 2 cell cytokine production T-helper 2 cell cytokine production->CD4-positive, alpha-beta T cell cytokine production positive regulation of macrophage cytokine production positive regulation of macrophage cytokine production positive regulation of macrophage cytokine production->positive regulation of myeloid leukocyte cytokine production involved in immune response positive regulation of macrophage cytokine production->regulation of macrophage cytokine production Cdv-dependent cytokinesis Cdv-dependent cytokinesis Cdv-dependent cytokinesis->cytokinesis guard mother cell cytokinesis guard mother cell cytokinesis guard mother cell cytokinesis->cytokinesis by cell plate formation positive regulation of cytokine activity positive regulation of cytokine activity positive regulation of cytokine activity->regulation of cytokine activity positive regulation of T-helper 2 cell cytokine production positive regulation of T-helper 2 cell cytokine production positive regulation of T-helper 2 cell cytokine production->regulation of T-helper 2 cell cytokine production positive regulation of T cell cytokine production positive regulation of T cell cytokine production positive regulation of T-helper 2 cell cytokine production->positive regulation of T cell cytokine production positive regulation of T cell cytokine production->regulation of T cell cytokine production positive regulation of T cell cytokine production->positive regulation of cytokine production involved in immune response male meiosis cytokinesis male meiosis cytokinesis male meiosis cytokinesis->meiotic cytokinesis regulation of actin filament organization involved in cytokinetic actomyosin contractile ring assembly regulation of actin filament organization involved in cytokinetic actomyosin contractile ring assembly response to cytokinesis checkpoint signaling response to cytokinesis checkpoint signaling meiosis II cytokinesis meiosis II cytokinesis meiosis II cytokinesis->meiotic cytokinesis negative regulation of natural killer cell cytokine production negative regulation of natural killer cell cytokine production negative regulation of natural killer cell cytokine production->negative regulation of cytokine production involved in immune response negative regulation of natural killer cell cytokine production->regulation of natural killer cell cytokine production signal transduction involved in cytokinesis checkpoint signal transduction involved in cytokinesis checkpoint cytokine binding cytokine binding positive regulation of T-helper 1 cell cytokine production positive regulation of T-helper 1 cell cytokine production positive regulation of T-helper 1 cell cytokine production->positive regulation of T cell cytokine production regulation of T-helper 1 cell cytokine production regulation of T-helper 1 cell cytokine production positive regulation of T-helper 1 cell cytokine production->regulation of T-helper 1 cell cytokine production regulation of T-helper 1 cell cytokine production->regulation of T cell cytokine production suppression by symbiont of host cytokine production suppression by symbiont of host cytokine production syncytium formation by mitosis without cytokinesis syncytium formation by mitosis without cytokinesis dendritic cell cytokine production dendritic cell cytokine production dendritic cell cytokine production->cytokine production involved in immune response myeloid dendritic cell cytokine production myeloid dendritic cell cytokine production myeloid dendritic cell cytokine production->myeloid leukocyte cytokine production myeloid dendritic cell cytokine production->dendritic cell cytokine production induction by virus of host cytokine production induction by virus of host cytokine production induction by virus of host cytokine production->positive regulation of cytokine production induction by virus of host cytokine production->modulation by virus of host cytokine production negative regulation of response to cytokine stimulus negative regulation of response to cytokine stimulus negative regulation of response to cytokine stimulus->regulation of response to cytokine stimulus positive regulation of B cell cytokine production positive regulation of B cell cytokine production positive regulation of B cell cytokine production->positive regulation of cytokine production involved in immune response positive regulation of B cell cytokine production->regulation of B cell cytokine production natural killer cell cytokine production natural killer cell cytokine production natural killer cell cytokine production->cytokine production involved in immune response protein localization to cell division site involved in cell separation after cytokinesis protein localization to cell division site involved in cell separation after cytokinesis protein localization to cell division site involved in cell separation after cytokinesis->septum digestion after cytokinesis negative regulation of FtsZ-dependent cytokinesis negative regulation of FtsZ-dependent cytokinesis negative regulation of FtsZ-dependent cytokinesis->negative regulation of cytokinesis negative regulation of FtsZ-dependent cytokinesis->regulation of FtsZ-dependent cytokinesis negative regulation of T-helper 1 cell cytokine production negative regulation of T-helper 1 cell cytokine production negative regulation of T-helper 1 cell cytokine production->negative regulation of T cell cytokine production negative regulation of T-helper 1 cell cytokine production->regulation of T-helper 1 cell cytokine production negative regulation of cytokine-mediated signaling pathway negative regulation of cytokine-mediated signaling pathway negative regulation of cytokine-mediated signaling pathway->regulation of cytokine-mediated signaling pathway negative regulation of cytokine-mediated signaling pathway->negative regulation of response to cytokine stimulus T-helper 1 cell cytokine production T-helper 1 cell cytokine production T-helper 1 cell cytokine production->CD4-positive, alpha-beta T cell cytokine production cytokine receptor binding cytokine receptor binding positive regulation of cytokine-mediated signaling pathway positive regulation of cytokine-mediated signaling pathway positive regulation of cytokine-mediated signaling pathway->positive regulation of response to cytokine stimulus positive regulation of cytokine-mediated signaling pathway->regulation of cytokine-mediated signaling pathway positive regulation of natural killer cell cytokine production positive regulation of natural killer cell cytokine production positive regulation of natural killer cell cytokine production->positive regulation of cytokine production involved in immune response positive regulation of natural killer cell cytokine production->regulation of natural killer cell cytokine production plasmacytoid dendritic cell cytokine production plasmacytoid dendritic cell cytokine production plasmacytoid dendritic cell cytokine production->dendritic cell cytokine production cytokine activity cytokine activity zygote asymmetric cytokinesis in embryo sac zygote asymmetric cytokinesis in embryo sac zygote asymmetric cytokinesis in embryo sac->mitotic cytokinesis
<div class="input_area">
cytokines_nodes.to_pickle('targets/cytokines_GO.pickle')
</div>

Overlap

<div class="input_area">
matplotlib_inline.backend_inline.set_matplotlib_formats('svg')
KEGG_GO_venn(cytokines_brite_genes, cytokines_nodes)
</div>
<matplotlib_venn._common.VennDiagram at 0x1aaae7040>

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2022-08-01T19:46:43.065532 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/

cGAS-STING


KEGG

<div class="input_area">
cGAS_STING_pathway_id = 'hsa04623'
Image(REST.kegg_get(cGAS_STING_pathway_id, 'image').read())
</div>

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 “

<div class="input_area">
cGAS_STING_pathway_genes = get_KEGG_pathway_gene_members(cGAS_STING_pathway_id)
</div>
<div class="input_area">
cGAS_STING_pathway_genes.to_pickle('targets/cGAS_STING_kegg.pickle')
</div>

GO

<div class="input_area">
cGAS_STING_subgraph, cGAS_STING_nodes = GO_subgraph_from_query('activation of innate immune response')
</div>
<div class="input_area">
draw_graph(cGAS_STING_subgraph)
</div>
activation of innate immune response activation of innate immune response
<div class="input_area">
cGAS_STING_nodes.to_pickle('targets/cGAS_STING_GO.pickle')
</div>

Overlap

<div class="input_area">
KEGG_GO_venn(cGAS_STING_pathway_genes, cGAS_STING_nodes)
</div>
<matplotlib_venn._common.VennDiagram at 0x1aaa85340>

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2022-08-01T19:46:46.451775 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/

senescence programs


KEGG

<div class="input_area">
senescence_pathway = 'hsa04218'
Image(REST.kegg_get(senescence_pathway, 'image').read())
</div>

<img 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“

<div class="input_area">
senescence_pathway_genes = get_KEGG_pathway_gene_members(senescence_pathway)
</div>
<div class="input_area">
senescence_pathway_genes.to_pickle('targets/senescence_kegg.pickle')
</div>

GO

<div class="input_area">
senescence_subgraph, senescence_nodes = GO_subgraph_from_query('senescence')
df = create_GO_by_gene_matrix(senescence_nodes, attr='gene_name')
df = sort_df_by_hclust_olo(df)

matplotlib_inline.backend_inline.set_matplotlib_formats('svg')
ax = plot_gene_membership_in_GO_terms(df, figsize=(6, 10))
</div>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:46:50.753292 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/
<div class="input_area">
draw_graph(senescence_subgraph)
</div>
plant organ senescence plant organ senescence cellular senescence cellular senescence regulation of replicative senescence regulation of replicative senescence regulation of cellular senescence regulation of cellular senescence negative regulation of leaf senescence negative regulation of leaf senescence regulation of leaf senescence regulation of leaf senescence negative regulation of leaf senescence->regulation of leaf senescence replicative senescence replicative senescence senescence-associated vacuole senescence-associated vacuole oncogene-induced cell senescence oncogene-induced cell senescence oncogene-induced cell senescence->cellular senescence senescence-associated heterochromatin focus senescence-associated heterochromatin focus stress-induced premature senescence stress-induced premature senescence stress-induced premature senescence->cellular senescence negative regulation of replicative senescence negative regulation of replicative senescence negative regulation of replicative senescence->regulation of replicative senescence negative regulation of cellular senescence negative regulation of cellular senescence negative regulation of cellular senescence->regulation of cellular senescence oxidative stress-induced premature senescence oxidative stress-induced premature senescence oxidative stress-induced premature senescence->stress-induced premature senescence floral organ senescence floral organ senescence floral organ senescence->plant organ senescence reproductive senescence reproductive senescence positive regulation of leaf senescence positive regulation of leaf senescence positive regulation of leaf senescence->regulation of leaf senescence positive regulation of cellular senescence positive regulation of cellular senescence positive regulation of cellular senescence->regulation of cellular senescence positive regulation of replicative senescence positive regulation of replicative senescence positive regulation of replicative senescence->regulation of replicative senescence leaf senescence leaf senescence leaf senescence->plant organ senescence
<div class="input_area">
senescence_nodes.to_pickle('targets/senescence_GO.pickle')
</div>

Overlap

<div class="input_area">
KEGG_GO_venn(senescence_pathway_genes, senescence_nodes)
</div>
<matplotlib_venn._common.VennDiagram at 0x1a9ed3400>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:46:51.104733 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/

inflammasome activation


KEGG

<div class="input_area">
inflammasome_pathway = 'hsa04621'
Image(REST.kegg_get(inflammasome_pathway, 'image').read())
</div>

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“

<div class="input_area">
inflammasome_pathway_genes = get_KEGG_pathway_gene_members(inflammasome_pathway)
</div>
<div class="input_area">
inflammasome_pathway_genes.to_pickle('targets/inflammasome_kegg.pickle')
</div>

GO

<div class="input_area">
inflammasome_subgraph, inflammasome_nodes = GO_subgraph_from_query('inflammasome')
df = create_GO_by_gene_matrix(inflammasome_nodes, attr='gene_name')
df = sort_df_by_hclust_olo(df)

# matplotlib_inline.backend_inline.set_matplotlib_formats('svg')
ax = plot_gene_membership_in_GO_terms(df, figsize=(6, 10))
</div>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:46:55.037351 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/
<div class="input_area">
draw_graph(inflammasome_subgraph)
</div>
IPAF inflammasome complex IPAF inflammasome complex inflammasome complex inflammasome complex IPAF inflammasome complex->inflammasome complex NLRP1 inflammasome complex NLRP1 inflammasome complex NLRP1 inflammasome complex->inflammasome complex positive regulation of NLRP3 inflammasome complex assembly positive regulation of NLRP3 inflammasome complex assembly regulation of NLRP3 inflammasome complex assembly regulation of NLRP3 inflammasome complex assembly positive regulation of NLRP3 inflammasome complex assembly->regulation of NLRP3 inflammasome complex assembly NLRP6 inflammasome complex assembly NLRP6 inflammasome complex assembly inflammasome complex assembly inflammasome complex assembly NLRP6 inflammasome complex assembly->inflammasome complex assembly negative regulation of NLRP3 inflammasome complex assembly negative regulation of NLRP3 inflammasome complex assembly negative regulation of NLRP3 inflammasome complex assembly->regulation of NLRP3 inflammasome complex assembly AIM2 inflammasome complex AIM2 inflammasome complex AIM2 inflammasome complex->inflammasome complex CARD8 inflammasome complex CARD8 inflammasome complex CARD8 inflammasome complex->inflammasome complex NLRP1 inflammasome complex assembly NLRP1 inflammasome complex assembly NLRP1 inflammasome complex assembly->inflammasome complex assembly NLRP3 inflammasome complex NLRP3 inflammasome complex NLRP3 inflammasome complex->inflammasome complex NLRP3 inflammasome complex assembly NLRP3 inflammasome complex assembly NLRP3 inflammasome complex assembly->inflammasome complex assembly CARD8 inflammasome complex assembly CARD8 inflammasome complex assembly CARD8 inflammasome complex assembly->inflammasome complex assembly NLRP6 inflammasome complex NLRP6 inflammasome complex NLRP6 inflammasome complex->inflammasome complex
<div class="input_area">
inflammasome_nodes.to_pickle('targets/inflammasome_GO.pickle')
</div>

Overlap

<div class="input_area">
KEGG_GO_venn(inflammasome_pathway_genes, inflammasome_nodes)
</div>
<matplotlib_venn._common.VennDiagram at 0x199e98a00>

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2022-08-01T19:46:55.303127 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/

Metabolic Defects

Glycolysis


KEGG

<div class="input_area">
glycolysis_pathway_id = 'hsa00010'
# glycolysis_brite_id = 'ko03051'
Image(REST.kegg_get(glycolysis_pathway_id, 'image').read())
</div>

<img 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 “

<div class="input_area">
glycolysis_pathway_genes = get_KEGG_pathway_gene_members(glycolysis_pathway_id)
</div>
<div class="input_area">
# proteasome_brite_genes = proteasome_brite_genes.loc['Eukaryotic proteasome']
# proteasome_brite_genes['in_KEGG_pathway'] = proteasome_brite_genes.ENSG.isin(proteasome_pathway_genes.ENSG).astype(int)
</div>
<div class="input_area">
glycolysis_pathway_genes.to_pickle('targets/glycolysis_kegg.pickle')
</div>

GO

<div class="input_area">
glycolysis_subgraph, glycolysis_nodes = GO_subgraph_from_query('glycolysis')
df = create_GO_by_gene_matrix(glycolysis_nodes, attr='gene_name')
df = sort_df_by_hclust_olo(df)
ax = plot_gene_membership_in_GO_terms(df, figsize=(6, 10))
</div>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:46:58.301281 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/
<div class="input_area">
draw_graph(glycolysis_subgraph)
</div>
canonical glycolysis canonical glycolysis glycolysis from storage polysaccharide through glucose-1-phosphate glycolysis from storage polysaccharide through glucose-1-phosphate sulphoglycolysis sulphoglycolysis
<div class="input_area">
glycolysis_nodes.to_pickle('targets/glycolysis_GO.pickle')
</div>

Overlap

<div class="input_area">
KEGG_GO_venn(glycolysis_pathway_genes, glycolysis_nodes)
</div>
<matplotlib_venn._common.VennDiagram at 0x19a013910>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:46:58.509224 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/

TCA Cycle


KEGG

<div class="input_area">
tca_pathway_id = 'hsa00020'
# tca_brite_id = 'ko03051'
Image(REST.kegg_get(tca_pathway_id, 'image').read())
</div>

<img 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 “

<div class="input_area">
tca_pathway_genes = get_KEGG_pathway_gene_members(tca_pathway_id)
</div>
<div class="input_area">
# proteasome_brite_genes = proteasome_brite_genes.loc['Eukaryotic proteasome']
# proteasome_brite_genes['in_KEGG_pathway'] = proteasome_brite_genes.ENSG.isin(proteasome_pathway_genes.ENSG).astype(int)
</div>
<div class="input_area">
tca_pathway_genes.to_pickle('targets/tca_kegg.pickle')
</div>

GO

<div class="input_area">
tca_subgraph, tca_nodes = GO_subgraph_from_query('tricarboxylic acid cycle')
df = create_GO_by_gene_matrix(tca_nodes, attr='gene_name')
df = sort_df_by_hclust_olo(df)
ax = plot_gene_membership_in_GO_terms(df, figsize=(6, 10))
</div>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:47:01.609924 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/
<div class="input_area">
draw_graph(tca_subgraph)
</div>
cytosolic tricarboxylic acid cycle enzyme complex cytosolic tricarboxylic acid cycle enzyme complex tricarboxylic acid cycle enzyme complex tricarboxylic acid cycle enzyme complex cytosolic tricarboxylic acid cycle enzyme complex->tricarboxylic acid cycle enzyme complex mitochondrial tricarboxylic acid cycle enzyme complex mitochondrial tricarboxylic acid cycle enzyme complex mitochondrial tricarboxylic acid cycle enzyme complex->tricarboxylic acid cycle enzyme complex reductive tricarboxylic acid cycle reductive tricarboxylic acid cycle tricarboxylic acid cycle tricarboxylic acid cycle reductive tricarboxylic acid cycle->tricarboxylic acid cycle
<div class="input_area">
tca_nodes.to_pickle('targets/tca_GO.pickle')
</div>

Overlap

<div class="input_area">
KEGG_GO_venn(tca_pathway_genes, tca_nodes)
</div>
<matplotlib_venn._common.VennDiagram at 0x1a9631f10>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:47:01.868275 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/

electron transport chain


KEGG

<div class="input_area">
ETC_pathway = 'hsa00190'
Image(REST.kegg_get(ETC_pathway, 'image').read())
</div>

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 “

<div class="input_area">
ETC_pathway_genes = get_KEGG_pathway_gene_members(ETC_pathway)
</div>
<div class="input_area">
ETC_pathway_genes.to_pickle('targets/ETC_kegg.pickle')
</div>

GO

<div class="input_area">
ETC_subgraph, ETC_nodes = GO_subgraph_from_query('electron transport chain')
df = create_GO_by_gene_matrix(ETC_nodes, attr='gene_name')
df = sort_df_by_hclust_olo(df)
ax = plot_gene_membership_in_GO_terms(df, figsize=(6, 10))
</div>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:47:06.028776 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/
<div class="input_area">
draw_graph(ETC_subgraph)
</div>
respiratory electron transport chain respiratory electron transport chain electron transport chain electron transport chain respiratory electron transport chain->electron transport chain nitrate reductase activity involved in anaerobic electron transport chain nitrate reductase activity involved in anaerobic electron transport chain P450-containing electron transport chain P450-containing electron transport chain P450-containing electron transport chain->electron transport chain anaerobic electron transport chain anaerobic electron transport chain anaerobic electron transport chain->respiratory electron transport chain aerobic electron transport chain aerobic electron transport chain aerobic electron transport chain->respiratory electron transport chain photosynthetic electron transport chain photosynthetic electron transport chain photosynthetic electron transport chain->electron transport chain
<div class="input_area">
ETC_nodes.to_pickle('targets/ETC_GO.pickle')
</div>

Overlap

<div class="input_area">
KEGG_GO_venn(ETC_pathway_genes, ETC_nodes)
</div>
<matplotlib_venn._common.VennDiagram at 0x1aa018970>

<?xml version=”1.0” encoding=”utf-8” standalone=”no”?> <!DOCTYPE svg PUBLIC “-//W3C//DTD SVG 1.1//EN” “http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd”>

2022-08-01T19:47:06.349479 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/

mitochondrial biogenesis


KEGG

<div class="input_area">
pd.set_option('display.max_rows', 200)
</div>
<div class="input_area">
mitochondrial_biogenesis_brite_id = 'ko03029'
mitochondrial_biogenesis_brite_genes = get_KEGG_BRITE_entry(mitochondrial_biogenesis_brite_id)
</div>
<div class="input_area">
mitochondrial_biogenesis_brite_genes = mitochondrial_biogenesis_brite_genes.loc[['Mitochondrial DNA transcription, translation, and replication factors','Mitochondrial quality control factors']]
# mitochondrial_biogenesis_brite.loc['Mitochondrial DNA transcription, translation, and replication factors']
</div>
<div class="input_area">
mitochondrial_biogenesis_brite_genes.to_pickle('targets/mitochondrial_biogenesis_brite.pickle')
</div>

GO

<div class="input_area">
mitochondrial_biogenesis_subgraph, mitochondrial_biogenesis_nodes = GO_subgraph_from_query('mitochondrial fission')
draw_graph(mitochondrial_biogenesis_subgraph)
</div>
negative regulation of mitochondrial fission negative regulation of mitochondrial fission regulation of mitochondrial fission regulation of mitochondrial fission negative regulation of mitochondrial fission->regulation of mitochondrial fission positive regulation of mitochondrial fission positive regulation of mitochondrial fission positive regulation of mitochondrial fission->regulation of mitochondrial fission establishment of protein localization to mitochondrial membrane involved in mitochondrial fission establishment of protein localization to mitochondrial membrane involved in mitochondrial fission mitochondrial fission mitochondrial fission establishment of protein localization to mitochondrial membrane involved in mitochondrial fission->mitochondrial fission dynamin family protein polymerization involved in mitochondrial fission dynamin family protein polymerization involved in mitochondrial fission
<div class="input_area">
mitochondrial_biogenesis_nodes.to_pickle('targets/mitochondrial_biogenesis_GO.pickle')
</div>

Overlap

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KEGG_GO_venn(mitochondrial_biogenesis_brite_genes, mitochondrial_biogenesis_nodes)
</div>
<matplotlib_venn._common.VennDiagram at 0x1aa214a90>

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2022-08-01T19:47:07.679206 image/svg+xml Matplotlib v3.5.2, https://matplotlib.org/

oxidative stress


GO

<div class="input_area">
oxidative_stress_subgraph, oxidative_stress_nodes = GO_subgraph_from_query('oxidative stress')
draw_graph(oxidative_stress_subgraph)
</div>
regulation of mRNA stability involved in response to oxidative stress regulation of mRNA stability involved in response to oxidative stress response to oxidative stress response to oxidative stress regulation of mRNA stability involved in response to oxidative stress->response to oxidative stress regulation of oxidative stress-induced intrinsic apoptotic signaling pathway regulation of oxidative stress-induced intrinsic apoptotic signaling pathway regulation of oxidative stress-induced cell death regulation of oxidative stress-induced cell death regulation of oxidative stress-induced intrinsic apoptotic signaling pathway->regulation of oxidative stress-induced cell death regulation of cellular response to oxidative stress regulation of cellular response to oxidative stress regulation of oxidative stress-induced cell death->regulation of cellular response to oxidative stress intrinsic apoptotic signaling pathway in response to oxidative stress intrinsic apoptotic signaling pathway in response to oxidative stress cell death in response to oxidative stress cell death in response to oxidative stress intrinsic apoptotic signaling pathway in response to oxidative stress->cell death in response to oxidative stress cellular response to oxidative stress cellular response to oxidative stress cell death in response to oxidative stress->cellular response to oxidative stress regulation of transcription from RNA polymerase II promoter in response to oxidative stress regulation of transcription from RNA polymerase II promoter in response to oxidative stress regulation of transcription from RNA polymerase II promoter in response to oxidative stress->cellular response to oxidative stress cellular response to oxidative stress->response to oxidative stress positive regulation of oxidative stress-induced cell death positive regulation of oxidative stress-induced cell death positive regulation of oxidative stress-induced cell death->regulation of oxidative stress-induced cell death positive regulation of cellular response to oxidative stress positive regulation of cellular response to oxidative stress positive regulation of cellular response to oxidative stress->regulation of cellular response to oxidative stress positive regulation of response to oxidative stress positive regulation of response to oxidative stress positive regulation of cellular response to oxidative stress->positive regulation of response to oxidative stress regulation of response to oxidative stress regulation of response to oxidative stress regulation of cellular response to oxidative stress->regulation of response to oxidative stress positive regulation of response to oxidative stress->regulation of response to oxidative stress detection of oxidative stress detection of oxidative stress detection of oxidative stress->response to oxidative stress positive regulation of oxidative stress-induced neuron intrinsic apoptotic signaling pathway positive regulation of oxidative stress-induced neuron intrinsic apoptotic signaling pathway regulation of oxidative stress-induced neuron intrinsic apoptotic signaling pathway regulation of oxidative stress-induced neuron intrinsic apoptotic signaling pathway positive regulation of oxidative stress-induced neuron intrinsic apoptotic signaling pathway->regulation of oxidative stress-induced neuron intrinsic apoptotic signaling pathway positive regulation of oxidative stress-induced intrinsic apoptotic signaling pathway positive regulation of oxidative stress-induced intrinsic apoptotic signaling pathway positive regulation of oxidative stress-induced neuron intrinsic apoptotic signaling pathway->positive regulation of oxidative stress-induced intrinsic apoptotic signaling pathway positive regulation of oxidative stress-induced neuron death positive regulation of oxidative stress-induced neuron death positive regulation of oxidative stress-induced neuron intrinsic apoptotic signaling pathway->positive regulation of oxidative stress-induced neuron death regulation of oxidative stress-induced neuron intrinsic apoptotic signaling pathway->regulation of oxidative stress-induced intrinsic apoptotic signaling pathway regulation of oxidative stress-induced neuron death regulation of oxidative stress-induced neuron death regulation of oxidative stress-induced neuron intrinsic apoptotic signaling pathway->regulation of oxidative stress-induced neuron death positive regulation of oxidative stress-induced intrinsic apoptotic signaling pathway->regulation of oxidative stress-induced intrinsic apoptotic signaling pathway positive regulation of oxidative stress-induced intrinsic apoptotic signaling pathway->positive regulation of oxidative stress-induced cell death positive regulation of oxidative stress-induced neuron death->positive regulation of oxidative stress-induced cell death positive regulation of oxidative stress-induced neuron death->regulation of oxidative stress-induced neuron death positive regulation of translation in response to oxidative stress positive regulation of translation in response to oxidative stress positive regulation of translation in response to oxidative stress->cellular response to oxidative stress negative regulation of oxidative stress-induced intrinsic apoptotic signaling pathway negative regulation of oxidative stress-induced intrinsic apoptotic signaling pathway negative regulation of oxidative stress-induced intrinsic apoptotic signaling pathway->regulation of oxidative stress-induced intrinsic apoptotic signaling pathway negative regulation of oxidative stress-induced cell death negative regulation of oxidative stress-induced cell death negative regulation of oxidative stress-induced intrinsic apoptotic signaling pathway->negative regulation of oxidative stress-induced cell death negative regulation of oxidative stress-induced cell death->regulation of oxidative stress-induced cell death neuron death in response to oxidative stress neuron death in response to oxidative stress neuron death in response to oxidative stress->cell death in response to oxidative stress negative regulation of response to oxidative stress negative regulation of response to oxidative stress negative regulation of response to oxidative stress->regulation of response to oxidative stress negative regulation of oxidative stress-induced neuron intrinsic apoptotic signaling pathway negative regulation of oxidative stress-induced neuron intrinsic apoptotic signaling pathway negative regulation of oxidative stress-induced neuron intrinsic apoptotic signaling pathway->regulation of oxidative stress-induced neuron intrinsic apoptotic signaling pathway negative regulation of oxidative stress-induced neuron intrinsic apoptotic signaling pathway->negative regulation of oxidative stress-induced intrinsic apoptotic signaling pathway negative regulation of oxidative stress-induced neuron death negative regulation of oxidative stress-induced neuron death negative regulation of oxidative stress-induced neuron intrinsic apoptotic signaling pathway->negative regulation of oxidative stress-induced neuron death negative regulation of oxidative stress-induced neuron death->negative regulation of oxidative stress-induced cell death negative regulation of oxidative stress-induced neuron death->regulation of oxidative stress-induced neuron death regulation of translation in response to oxidative stress regulation of translation in response to oxidative stress regulation of translation in response to oxidative stress->cellular response to oxidative stress negative regulation of cellular response to oxidative stress negative regulation of cellular response to oxidative stress negative regulation of cellular response to oxidative stress->regulation of cellular response to oxidative stress negative regulation of cellular response to oxidative stress->negative regulation of response to oxidative stress regulation of oxidative stress-induced neuron death->regulation of oxidative stress-induced cell death negative regulation of translation in response to oxidative stress negative regulation of translation in response to oxidative stress negative regulation of translation in response to oxidative stress->regulation of translation in response to oxidative stress neuron intrinsic apoptotic signaling pathway in response to oxidative stress neuron intrinsic apoptotic signaling pathway in response to oxidative stress neuron intrinsic apoptotic signaling pathway in response to oxidative stress->intrinsic apoptotic signaling pathway in response to oxidative stress neuron intrinsic apoptotic signaling pathway in response to oxidative stress->neuron death in response to oxidative stress positive regulation of transcription from RNA polymerase II promoter in response to oxidative stress positive regulation of transcription from RNA polymerase II promoter in response to oxidative stress positive regulation of transcription from RNA polymerase II promoter in response to oxidative stress->regulation of transcription from RNA polymerase II promoter in response to oxidative stress oxidative stress-induced premature senescence oxidative stress-induced premature senescence oxidative stress-induced premature senescence->cellular response to oxidative stress negative regulation of transcription from RNA polymerase II promoter in response to oxidative stress negative regulation of transcription from RNA polymerase II promoter in response to oxidative stress negative regulation of transcription from RNA polymerase II promoter in response to oxidative stress->regulation of transcription from RNA polymerase II promoter in response to oxidative stress response to photooxidative stress response to photooxidative stress response to photooxidative stress->response to oxidative stress
<div class="input_area">
oxidative_stress_nodes.to_pickle('targets/oxidative_stress_GO.pickle')
</div>